DataFrame
NO COMPARISON TARGET
993
ROWS
0
DUPLICATES
1.4 MB
RAM
126
FEATURES
79
CATEGORICAL
29
NUMERICAL
18
TEXT
2.2.1
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
record_id
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
993
(100%)
1
<1%
-
-
03-0012
1
<1%
-
-
03-0073
1
<1%
-
-
03-0028
1
<1%
-
-
11-0062
1
<1%
-
-
04-0037
1
<1%
-
-
04-0028
1
<1%
-
-
16-0032
986
>99%
-
-
(Other)
2
a_pro_retro
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
3
a_form_units
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
4
b_age
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
75
(8%)
ZEROES:
---
MAX
94.0
95%
83.0
Q3
72.0
MEDIAN
63.0
AVG
61.0
Q1
52.0
5%
32.0
MIN
18.0
RANGE
76.0
IQR
20.0
STD
15.1
VAR
229
KURT.
0.025
SKEW
-0.632
SUM
60,611
5
b_height_us
VALUES:
977
(98%)
MISSING:
16
(2%)
DISTINCT:
187
(19%)
ZEROES:
---
MAX
81.5
95%
73.3
Q3
69.3
AVG
66.3
MEDIAN
66.0
Q1
63.0
5%
59.4
MIN
47.2
RANGE
34.2
IQR
6.29
STD
4.33
VAR
18.7
KURT.
0.124
SKEW
0.078
SUM
64,758
6
b_weight_metric_2
VALUES:
986
(>99%)
MISSING:
7
(<1%)
DISTINCT:
588
(59%)
ZEROES:
---
MAX
389
95%
260
Q3
203
AVG
178
MEDIAN
173
Q1
144
5%
109
MIN
80
RANGE
310
IQR
59.7
STD
48.1
VAR
2,313
KURT.
1.12
SKEW
0.796
SUM
175k
7
b_ethnicity
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
8
b_ethnicity_other
VALUES:
58
(6%)
MISSING:
935
(94%)
DISTINCT:
2
(<1%)
9
b_sex
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
10
c_comorbidity___1
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
11
c_comorbidity___2
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
12
c_comorbidity___3
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
13
c_comorbidity___4
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
14
c_comorbidity___5
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
15
c_comorbidity___6
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
16
c_comorbidity___7
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
17
c_comorbidity___8
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
18
c_comorbidity___9
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
19
c_comorbidity___10
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
20
c_comorbidity___11
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
21
c_comorbidity___12
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
22
c_comorbidity___13
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
23
c_total_comorbidities
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
24
c_conmeds___1
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
25
c_conmeds___2
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
26
c_conmeds___3
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
27
c_conmeds___4
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
28
c_conmeds___5
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
29
c_conmeds___6
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
30
c_conmeds___7
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
31
c_cancer_type
VALUES:
992
(>99%)
MISSING:
1
(<1%)
DISTINCT:
32
(3%)
ZEROES:
---
MAX
32.0
95%
32.0
Q3
28.0
MEDIAN
21.0
AVG
18.0
Q1
7.0
5%
1.0
MIN
1.0
RANGE
31.0
IQR
21.0
STD
10.8
VAR
117
KURT.
-1.46
SKEW
-0.305
SUM
17,896
32
c_cancer_type_other
VALUES:
0
(0%)
MISSING:
993
(100%)
DISTINCT:
0
(0%)
33
c_haematological_cancer
VALUES:
977
(98%)
MISSING:
16
(2%)
DISTINCT:
2
(<1%)
34
c_solid_cancer_stage
VALUES:
552
(56%)
MISSING:
441
(44%)
DISTINCT:
4
(<1%)
35
c_cancer_treatment_intent
VALUES:
679
(68%)
MISSING:
314
(32%)
DISTINCT:
2
(<1%)
36
c_cancer_last4___1
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
37
c_cancer_last4___2
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
38
c_cancer_last4___3
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
39
c_cancer_last4___4
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
40
c_other_cancer_treatment
VALUES:
4
(<1%)
MISSING:
989
(>99%)
DISTINCT:
1
(<1%)
41
c_smoking_status
VALUES:
977
(98%)
MISSING:
16
(2%)
DISTINCT:
3
(<1%)
42
c_vaccine_status
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
43
c_number_doses
VALUES:
314
(32%)
MISSING:
679
(68%)
DISTINCT:
4
(<1%)
44
c_vaccine_name
VALUES:
314
(32%)
MISSING:
679
(68%)
DISTINCT:
3
(<1%)
45
c_date_of_vaccine_us
VALUES:
314
(32%)
MISSING:
679
(68%)
DISTINCT:
135
(14%)
17
5%
-
-
2021-02-06 00:00:00
14
4%
-
-
2021-01-24 00:00:00
13
4%
-
-
2021-02-05 00:00:00
10
3%
-
-
2021-01-23 00:00:00
9
3%
-
-
2021-01-31 00:00:00
9
3%
-
-
2021-01-30 00:00:00
7
2%
-
-
2021-03-26 00:00:00
235
75%
-
-
(Other)
46
c_vaccine_name_2
VALUES:
276
(28%)
MISSING:
717
(72%)
DISTINCT:
3
(<1%)
47
c_date_of_vaccine_us_2
VALUES:
276
(28%)
MISSING:
717
(72%)
DISTINCT:
125
(13%)
24
9%
-
-
2021-02-27 00:00:00
12
4%
-
-
2021-02-14 00:00:00
10
4%
-
-
2021-02-21 00:00:00
10
4%
-
-
2021-02-13 00:00:00
9
3%
-
-
2021-02-28 00:00:00
6
2%
-
-
2021-04-17 00:00:00
5
2%
-
-
2021-03-27 00:00:00
200
72%
-
-
(Other)
48
c_vaccine_name_3
VALUES:
80
(8%)
MISSING:
913
(92%)
DISTINCT:
2
(<1%)
49
c_date_of_vaccine_us_3
VALUES:
80
(8%)
MISSING:
913
(92%)
DISTINCT:
56
(6%)
5
6%
-
-
2021-09-01 00:00:00
3
4%
-
-
2021-09-22 00:00:00
3
4%
-
-
2021-09-10 00:00:00
3
4%
-
-
2021-10-30 00:00:00
3
4%
-
-
2021-08-28 00:00:00
3
4%
-
-
2021-09-30 00:00:00
2
2%
-
-
2021-10-22 00:00:00
58
72%
-
-
(Other)
50
c_vaccine_name_4
VALUES:
2
(<1%)
MISSING:
991
(>99%)
DISTINCT:
2
(<1%)
51
c_date_of_vaccine_us_4
VALUES:
2
(<1%)
MISSING:
991
(>99%)
DISTINCT:
2
(<1%)
1
50%
-
-
2021-11-20 00:00:00
1
50%
-
-
2021-05-28 00:00:00
52
c_covid_19_diagnosis
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
53
c_covid_19_identification
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
54
c_covid_19_omicron
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
55
c_performance_status
VALUES:
441
(44%)
MISSING:
552
(56%)
DISTINCT:
5
(<1%)
56
c_nosocomial
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
57
sat_room_air
VALUES:
712
(72%)
MISSING:
281
(28%)
DISTINCT:
13
(1%)
ZEROES:
---
MAX
100.0
95%
100.0
Q3
98.0
MEDIAN
97.0
AVG
96.8
Q1
95.0
5%
93.0
MIN
88.0
RANGE
12.0
IQR
3.00
STD
2.12
VAR
4.49
KURT.
0.009
SKEW
-0.500
SUM
68,941
58
sat_oxygen
VALUES:
280
(28%)
MISSING:
713
(72%)
DISTINCT:
17
(2%)
ZEROES:
---
MAX
100.0
95%
100.0
Q3
98.0
MEDIAN
96.0
AVG
95.3
Q1
93.0
5%
90.0
MIN
81.0
RANGE
19.0
IQR
5.00
STD
3.15
VAR
9.91
KURT.
1.38
SKEW
-0.807
SUM
26,688
59
respiratory_rate
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
31
(3%)
ZEROES:
---
MAX
56.0
95%
25.0
Q3
20.0
AVG
19.2
MEDIAN
18.0
Q1
18.0
5%
16.0
MIN
11.0
RANGE
45.0
IQR
2.00
STD
3.79
VAR
14.4
KURT.
22.7
SKEW
3.77
SUM
19,037
60
heart_rate
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
86
(9%)
ZEROES:
---
MAX
175
95%
116
Q3
98
AVG
88
MEDIAN
86
Q1
76
5%
63
MIN
46
RANGE
129
IQR
22.0
STD
16.5
VAR
273
KURT.
0.718
SKEW
0.537
SUM
87,155
61
systolibp
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
104
(10%)
ZEROES:
---
MAX
201
95%
167
Q3
145
AVG
131
MEDIAN
130
Q1
116
5%
100
MIN
73
RANGE
128
IQR
29.0
STD
20.7
VAR
430
KURT.
-0.060
SKEW
0.366
SUM
130k
62
diastolibp
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
58
(6%)
ZEROES:
---
MAX
109.0
95%
91.0
Q3
78.0
AVG
71.3
MEDIAN
70.0
Q1
63.0
5%
55.0
MIN
45.0
RANGE
64.0
IQR
15.0
STD
11.2
VAR
124
KURT.
-0.009
SKEW
0.467
SUM
70,804
63
conciousness
VALUES:
981
(99%)
MISSING:
12
(1%)
DISTINCT:
4
(<1%)
64
temperature_us
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
74
(7%)
ZEROES:
---
MAX
103.60
95%
101.50
Q3
99.30
AVG
98.71
MEDIAN
98.40
Q1
97.90
5%
96.80
MIN
93.70
RANGE
9.90
IQR
1.40
STD
1.39
VAR
1.93
KURT.
1.57
SKEW
0.738
SUM
98,017
65
crp
VALUES:
905
(91%)
MISSING:
88
(9%)
DISTINCT:
882
(89%)
ZEROES:
---
MAX
284
95%
220
Q3
122
AVG
78
MEDIAN
58
Q1
16
5%
2
MIN
0
RANGE
284
IQR
106
STD
70.8
VAR
5,013
KURT.
-0.013
SKEW
0.930
SUM
70,605
66
lymphocyte
VALUES:
965
(97%)
MISSING:
28
(3%)
DISTINCT:
249
(25%)
ZEROES:
1
(<1%)
MAX
87.7
95%
2.6
Q3
1.2
AVG
1.3
MEDIAN
0.7
Q1
0.4
5%
0.1
MIN
0.0
RANGE
87.7
IQR
0.780
STD
4.49
VAR
20.2
KURT.
191
SKEW
12.6
SUM
1,278
67
neutrophil
VALUES:
966
(97%)
MISSING:
27
(3%)
DISTINCT:
613
(62%)
ZEROES:
2
(<1%)
MAX
173
95%
12
Q3
6
AVG
5
MEDIAN
4
Q1
2
5%
1
MIN
0
RANGE
173
IQR
3.91
STD
7.09
VAR
50.3
KURT.
332
SKEW
14.8
SUM
4,715
68
platelets
VALUES:
992
(>99%)
MISSING:
1
(<1%)
DISTINCT:
378
(38%)
ZEROES:
---
MAX
845
95%
419
Q3
226
AVG
175
MEDIAN
155
Q1
93
5%
21
MIN
1
RANGE
844
IQR
133
STD
122
VAR
14,795
KURT.
2.83
SKEW
1.36
SUM
174k
69
d_dimer
VALUES:
874
(88%)
MISSING:
119
(12%)
DISTINCT:
376
(38%)
ZEROES:
---
MAX
19.9
95%
7.7
Q3
2.6
AVG
2.2
MEDIAN
1.3
Q1
0.7
5%
0.3
MIN
0.3
RANGE
19.7
IQR
1.88
STD
2.76
VAR
7.62
KURT.
11.5
SKEW
3.05
SUM
1,964
70
ferritin_us
VALUES:
919
(93%)
MISSING:
74
(7%)
DISTINCT:
747
(75%)
ZEROES:
---
MAX
96,571
95%
5,984
Q3
1,692
AVG
1,711
MEDIAN
661
Q1
268
5%
69
MIN
12
RANGE
96,559
IQR
1,424
STD
4,548
VAR
20.7M
KURT.
249
SKEW
13.7
SUM
1.6M
71
il6
VALUES:
446
(45%)
MISSING:
547
(55%)
DISTINCT:
121
(12%)
ZEROES:
---
MAX
37,030
95%
154
Q3
47
AVG
125
MEDIAN
20
Q1
11
5%
4
MIN
3
RANGE
37,027
IQR
36.0
STD
1,753
VAR
3.1M
KURT.
445
SKEW
21.1
SUM
55,578
72
erythrocyte
VALUES:
860
(87%)
MISSING:
133
(13%)
DISTINCT:
133
(13%)
ZEROES:
---
MAX
144
95%
116
Q3
80
AVG
55
MEDIAN
52
Q1
25
5%
9
MIN
2
RANGE
142
IQR
55.0
STD
34.1
VAR
1,162
KURT.
-0.675
SKEW
0.444
SUM
47,035
73
procalcitonin
VALUES:
890
(90%)
MISSING:
103
(10%)
DISTINCT:
155
(16%)
ZEROES:
---
MAX
109
95%
2
Q3
0
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
109
IQR
0.230
STD
5.64
VAR
31.8
KURT.
184
SKEW
12.0
SUM
914
74
ldh_us
VALUES:
927
(93%)
MISSING:
66
(7%)
DISTINCT:
394
(40%)
ZEROES:
---
MAX
7,767
95%
681
Q3
352
AVG
341
MEDIAN
256
Q1
197
5%
144
MIN
40
RANGE
7,727
IQR
155
STD
403
VAR
163k
KURT.
148
SKEW
10.1
SUM
316k
75
albumin_us
VALUES:
981
(99%)
MISSING:
12
(1%)
DISTINCT:
36
(4%)
ZEROES:
---
MAX
5.30
95%
4.40
Q3
3.90
MEDIAN
3.60
AVG
3.50
Q1
3.20
5%
2.50
MIN
1.50
RANGE
3.80
IQR
0.700
STD
0.582
VAR
0.339
KURT.
0.172
SKEW
-0.358
SUM
3,434
76
urea_us
VALUES:
985
(>99%)
MISSING:
8
(<1%)
DISTINCT:
69
(7%)
ZEROES:
---
MAX
150
95%
45
Q3
22
AVG
19
MEDIAN
15
Q1
11
5%
7
MIN
4
RANGE
146
IQR
11.0
STD
13.8
VAR
190
KURT.
15.5
SKEW
3.15
SUM
18,718
77
sodium
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
32
(3%)
ZEROES:
---
MAX
150.0
95%
142.0
Q3
139.0
MEDIAN
137.0
AVG
136.1
Q1
134.0
5%
129.0
MIN
108.0
RANGE
42.0
IQR
5.00
STD
4.23
VAR
17.9
KURT.
3.76
SKEW
-1.03
SUM
135k
78
creatinine_us
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
223
(22%)
ZEROES:
---
MAX
11.5
95%
2.4
Q3
1.2
AVG
1.1
MEDIAN
0.9
Q1
0.7
5%
0.5
MIN
0.2
RANGE
11.3
IQR
0.530
STD
0.946
VAR
0.895
KURT.
42.4
SKEW
5.47
SUM
1,110
79
alanine_transaminase_us
VALUES:
969
(98%)
MISSING:
24
(2%)
DISTINCT:
128
(13%)
ZEROES:
---
MAX
2,739
95%
92
Q3
38
AVG
42
MEDIAN
22
Q1
14
5%
8
MIN
5
RANGE
2,734
IQR
24.0
STD
135
VAR
18,342
KURT.
230
SKEW
14.0
SUM
41,168
80
aspartate_aminotran_us
VALUES:
976
(98%)
MISSING:
17
(2%)
DISTINCT:
140
(14%)
ZEROES:
---
MAX
3,620
95%
118
Q3
41
AVG
53
MEDIAN
27
Q1
19
5%
12
MIN
8
RANGE
3,612
IQR
22.0
STD
193
VAR
37,194
KURT.
223
SKEW
14.3
SUM
51,638
81
bilirubin_us
VALUES:
815
(82%)
MISSING:
178
(18%)
DISTINCT:
41
(4%)
ZEROES:
---
MAX
15.9
95%
1.7
Q3
0.7
AVG
0.7
MEDIAN
0.5
Q1
0.3
5%
0.3
MIN
0.2
RANGE
15.7
IQR
0.400
STD
1.01
VAR
1.01
KURT.
82.0
SKEW
7.58
SUM
591
82
b_cxr_ct
VALUES:
983
(99%)
MISSING:
10
(1%)
DISTINCT:
2
(<1%)
83
c_steroids
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
84
c_remdesivir
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
85
c_lipinovir
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
86
c_interferon
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
87
c_interferon_beta
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
88
c_anticoagulation_prophyl
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
89
c_anticoagulation_treat
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
90
c_antibiotic
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
91
c_plasma
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
92
c_tocilizumab
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
93
c_nebulised_interferonb
VALUES:
0
(0%)
MISSING:
993
(100%)
DISTINCT:
0
(0%)
94
c_hydroxychloroquine
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
95
c_aspirin
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
96
c_baricitinib
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
97
c_molnupiravir
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
98
c_sotrovimab
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
99
c_other_drug
VALUES:
33
(3%)
MISSING:
960
(97%)
DISTINCT:
19
(2%)
7
21%
-
-
casirivimab, imdevimab
4
12%
-
-
anakinra
3
9%
-
-
vitamin c, zinc
3
9%
-
-
Vitamin C, Zinc
2
6%
-
-
IVIG
1
3%
-
-
Anakinra
1
3%
-
-
vitamin C, zinc
12
36%
-
-
(Other)
100
date_of_symptoms_onset_us
VALUES:
646
(65%)
MISSING:
347
(35%)
DISTINCT:
358
(36%)
12
2%
-
-
2022-01-11 00:00:00
10
2%
-
-
2022-01-04 00:00:00
8
1%
-
-
2022-01-18 00:00:00
7
1%
-
-
2022-01-20 00:00:00
7
1%
-
-
2022-01-10 00:00:00
7
1%
-
-
2020-07-02 00:00:00
6
<1%
-
-
2022-01-14 00:00:00
589
91%
-
-
(Other)
101
date_of_presentation_us
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
410
(41%)
15
2%
-
-
2022-01-20 00:00:00
12
1%
-
-
2022-01-14 00:00:00
11
1%
-
-
2020-07-03 00:00:00
11
1%
-
-
2022-01-25 00:00:00
11
1%
-
-
2022-01-26 00:00:00
10
1%
-
-
2021-12-29 00:00:00
9
<1%
-
-
2022-01-18 00:00:00
914
92%
-
-
(Other)
102
date_of_positive_covid_us
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
403
(41%)
13
1%
-
-
2022-01-11 00:00:00
13
1%
-
-
2022-01-19 00:00:00
12
1%
-
-
2021-12-27 00:00:00
12
1%
-
-
2022-01-04 00:00:00
11
1%
-
-
2022-01-18 00:00:00
11
1%
-
-
2022-01-05 00:00:00
10
1%
-
-
2022-01-21 00:00:00
911
92%
-
-
(Other)
103
date_of_admission_us
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
414
(42%)
13
1%
-
-
2022-01-24 00:00:00
12
1%
-
-
2022-01-18 00:00:00
11
1%
-
-
2022-01-13 00:00:00
10
1%
-
-
2022-01-19 00:00:00
10
1%
-
-
2022-01-11 00:00:00
9
<1%
-
-
2022-01-20 00:00:00
9
<1%
-
-
2022-01-28 00:00:00
919
93%
-
-
(Other)
104
date_of_discharge_us
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
423
(43%)
12
1%
-
-
2022-01-21 00:00:00
11
1%
-
-
2022-01-27 00:00:00
11
1%
-
-
2022-02-13 00:00:00
10
1%
-
-
2021-01-05 00:00:00
10
1%
-
-
2022-01-14 00:00:00
10
1%
-
-
2022-02-02 00:00:00
10
1%
-
-
2022-01-29 00:00:00
919
93%
-
-
(Other)
105
date_of_death_us
VALUES:
438
(44%)
MISSING:
555
(56%)
DISTINCT:
358
(36%)
3
<1%
-
-
2021-02-25 00:00:00
3
<1%
-
-
2022-02-15 00:00:00
3
<1%
-
-
2022-02-25 00:00:00
3
<1%
-
-
2022-07-16 00:00:00
3
<1%
-
-
2022-02-13 00:00:00
3
<1%
-
-
2022-02-18 00:00:00
3
<1%
-
-
2022-10-04 00:00:00
417
95%
-
-
(Other)
106
d_outcome___1
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
107
d_outcome___2
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
108
d_outcome___3
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
109
d_outcome___4
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
110
d_outcome___5
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
111
d_outcome___6
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
112
d_outcome___7
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
113
d_outcome___8
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
114
d_outcome___9
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
115
d_outcome___10
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
116
d_worst_outcome
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
117
c_comments
VALUES:
49
(5%)
MISSING:
944
(95%)
DISTINCT:
45
(5%)
4
8%
-
-
asymptomatic covid
2
4%
-
-
asymptomatic
1
2%
-
-
marginal cell lymphoma on the left eye
1
2%
-
-
stage 0 but not a valid entry in data entry form - Stage 0 - Ta high grade papillary urothelial carcinoma with CIS.
1
2%
-
-
Stage 0
1
2%
-
-
asymptomatic on presentation
1
2%
-
-
Per oncology note, death unrelated to myeloma diagnosis.
38
78%
-
-
(Other)
118
b_coronet_score
VALUES:
393
(40%)
MISSING:
600
(60%)
DISTINCT:
177
(18%)
ZEROES:
---
MAX
2.82
95%
2.46
Q3
1.92
AVG
1.49
MEDIAN
1.47
Q1
1.09
5%
0.58
MIN
0.39
RANGE
2.43
IQR
0.830
STD
0.563
VAR
0.317
KURT.
-0.606
SKEW
0.142
SUM
585
119
coronet_complete
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
120
outcome
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
121
admission_date
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
414
(42%)
13
1%
-
-
2022-01-24 00:00:00
12
1%
-
-
2022-01-18 00:00:00
11
1%
-
-
2022-01-13 00:00:00
10
1%
-
-
2022-01-19 00:00:00
10
1%
-
-
2022-01-11 00:00:00
9
<1%
-
-
2022-01-20 00:00:00
9
<1%
-
-
2022-01-28 00:00:00
919
93%
-
-
(Other)
122
admission_date_month
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
24
(2%)
123
discharge_date
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
423
(43%)
12
1%
-
-
2022-01-21 00:00:00
11
1%
-
-
2022-01-27 00:00:00
11
1%
-
-
2022-02-13 00:00:00
10
1%
-
-
2021-01-05 00:00:00
10
1%
-
-
2022-01-14 00:00:00
10
1%
-
-
2022-02-02 00:00:00
10
1%
-
-
2022-01-29 00:00:00
919
93%
-
-
(Other)
124
discharge_date_month
VALUES:
993
(100%)
MISSING:
---
DISTINCT:
24
(2%)
125
death_date
VALUES:
438
(44%)
MISSING:
555
(56%)
DISTINCT:
358
(36%)
3
<1%
-
-
2021-02-25 00:00:00
3
<1%
-
-
2022-02-15 00:00:00
3
<1%
-
-
2022-02-25 00:00:00
3
<1%
-
-
2022-07-16 00:00:00
3
<1%
-
-
2022-02-13 00:00:00
3
<1%
-
-
2022-02-18 00:00:00
3
<1%
-
-
2022-10-04 00:00:00
417
95%
-
-
(Other)
126
death_date_month
VALUES:
438
(44%)
MISSING:
555
(56%)
DISTINCT:
40
(4%)
Associations
[Only including dataset "DataFrame"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
record_id
MISSING:
---
1
<1%
-
-
03-0012
1
<1%
-
-
03-0073
1
<1%
-
-
03-0028
1
<1%
-
-
11-0062
1
<1%
-
-
04-0037
1
<1%
-
-
04-0028
1
<1%
-
-
16-0032
1
<1%
-
-
03-0047
1
<1%
-
-
15-0074
1
<1%
-
-
10-0079
1
<1%
-
-
11-0070
1
<1%
-
-
07-0069
1
<1%
-
-
06-0007
1
<1%
-
-
05-0041
1
<1%
-
-
09-0044
1
<1%
-
-
01-0007
1
<1%
-
-
01-0047
1
<1%
-
-
09-0039
1
<1%
-
-
02-0062
1
<1%
-
-
11-0051
1
<1%
-
-
12-0067
1
<1%
-
-
10-0072
1
<1%
-
-
08-0051
1
<1%
-
-
14-0024
1
<1%
-
-
14-0047
1
<1%
-
-
03-0022
1
<1%
-
-
07-0042
1
<1%
-
-
07-0079
1
<1%
-
-
02-0030
1
<1%
-
-
15-0070
1
<1%
-
-
13-0048
1
<1%
-
-
14-0071
1
<1%
-
-
04-0069
1
<1%
-
-
01-0064
1
<1%
-
-
03-0027
1
<1%
-
-
10-0076
1
<1%
-
-
05-0031
1
<1%
-
-
10-0040
1
<1%
-
-
12-0050
1
<1%
-
-
04-0066
1
<1%
-
-
11-0066
1
<1%
-
-
03-0046
1
<1%
-
-
02-0007
1
<1%
-
-
09-0011
1
<1%
-
-
08-0060
1
<1%
-
-
02-0035
1
<1%
-
-
05-0047
1
<1%
-
-
15-0007
1
<1%
-
-
13-0017
1
<1%
-
-
10-0050
1
<1%
-
-
14-0043
1
<1%
-
-
11-0042
1
<1%
-
-
02-0025
1
<1%
-
-
02-0003
1
<1%
-
-
02-0052
1
<1%
-
-
01-0078
1
<1%
-
-
14-0030
1
<1%
-
-
02-0031
1
<1%
-
-
12-0056
1
<1%
-
-
14-0020
933
94%
-
-
(Other)
a_pro_retro
MISSING:
---
TOP CATEGORIES

2
993
100%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
a_pro_retro
PROVIDES INFORMATION ON...

a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.00
c_baricitinib
0.00
d_outcome___1
0.00
c_vaccine_name_4
0.00
c_covid_19_identification
0.00
d_outcome___4
0.00

THESE FEATURES
GIVE INFORMATION
ON a_pro_retro:

a_form_units
1.00
b_ethnicity
1.00
b_ethnicity_other
1.00
b_sex
1.00
c_comorbidity___1
1.00
c_comorbidity___2
1.00
c_comorbidity___3
1.00
c_comorbidity___4
1.00
c_comorbidity___5
1.00
c_comorbidity___6
1.00
c_comorbidity___7
1.00
c_comorbidity___8
1.00
c_comorbidity___9
1.00
c_comorbidity___10
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
a_pro_retro
CORRELATION RATIO WITH...

b_age
0.00
b_height_us
0.00
b_weight_metric_2
0.00
c_cancer_type
0.00
sat_room_air
0.00
sat_oxygen
0.00
respiratory_rate
0.00
heart_rate
0.00
systolibp
0.00
diastolibp
0.00
temperature_us
0.00
crp
0.00
lymphocyte
0.00
neutrophil
0.00
a_form_units
MISSING:
---
TOP CATEGORIES

2
993
100%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
a_form_units
PROVIDES INFORMATION ON...

a_pro_retro
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.00
c_baricitinib
0.00
d_outcome___1
0.00
c_vaccine_name_4
0.00
c_covid_19_identification
0.00
d_outcome___4
0.00

THESE FEATURES
GIVE INFORMATION
ON a_form_units:

a_pro_retro
1.00
b_ethnicity
1.00
b_ethnicity_other
1.00
b_sex
1.00
c_comorbidity___1
1.00
c_comorbidity___2
1.00
c_comorbidity___3
1.00
c_comorbidity___4
1.00
c_comorbidity___5
1.00
c_comorbidity___6
1.00
c_comorbidity___7
1.00
c_comorbidity___8
1.00
c_comorbidity___9
1.00
c_comorbidity___10
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
a_form_units
CORRELATION RATIO WITH...

b_age
0.00
b_height_us
0.00
b_weight_metric_2
0.00
c_cancer_type
0.00
sat_room_air
0.00
sat_oxygen
0.00
respiratory_rate
0.00
heart_rate
0.00
systolibp
0.00
diastolibp
0.00
temperature_us
0.00
crp
0.00
lymphocyte
0.00
neutrophil
0.00
b_age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

b_coronet_score
0.37
systolibp
0.27
urea_us
0.24
albumin_us
-0.23
sat_room_air
-0.21
heart_rate
-0.17
creatinine_us
0.15
b_weight_metric_2
-0.12
crp
0.11
sodium
-0.11
diastolibp
-0.09
respiratory_rate
0.09
platelets
-0.08
b_height_us
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

c_total_comorbidities
0.35
c_comorbidity___2
0.35
c_comorbidity___3
0.35
c_conmeds___7
0.30
d_worst_outcome
0.24
outcome
0.23
c_conmeds___6
0.23
d_outcome___3
0.22
c_remdesivir
0.21
c_comorbidity___5
0.21
death_date_month
0.21
c_aspirin
0.21
discharge_date_month
0.19
b_ethnicity
0.19
MOST FREQUENT VALUES

62
35
3.5%
61
32
3.2%
74
31
3.1%
63
31
3.1%
65
28
2.8%
72
27
2.7%
70
27
2.7%
56
26
2.6%
67
26
2.6%
75
26
2.6%
66
26
2.6%
71
25
2.5%
73
25
2.5%
58
24
2.4%
69
24
2.4%
SMALLEST VALUES

18
6
0.6%
19
2
0.2%
20
3
0.3%
21
3
0.3%
22
2
0.2%
23
4
0.4%
24
4
0.4%
25
3
0.3%
26
3
0.3%
27
6
0.6%
28
2
0.2%
29
3
0.3%
30
3
0.3%
31
2
0.2%
32
7
0.7%
LARGEST VALUES

94
1
0.1%
91
2
0.2%
90
2
0.2%
89
1
0.1%
88
2
0.2%
87
2
0.2%
86
6
0.6%
85
7
0.7%
84
14
1.4%
83
14
1.4%
82
12
1.2%
81
7
0.7%
80
17
1.7%
79
17
1.7%
78
22
2.2%
b_height_us
MISSING:
16
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

b_weight_metric_2
0.45
creatinine_us
0.13
diastolibp
0.10
platelets
-0.10
sat_oxygen
-0.07
crp
0.07
b_age
-0.07
urea_us
0.07
c_cancer_type
0.07
sat_room_air
-0.06
lymphocyte
0.06
temperature_us
0.05
ldh_us
0.05
sodium
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

b_sex
0.33
death_date_month
0.26
discharge_date_month
0.16
c_smoking_status
0.15
conciousness
0.15
b_ethnicity
0.14
admission_date_month
0.14
d_worst_outcome
0.14
outcome
0.12
d_outcome___2
0.11
c_solid_cancer_stage
0.08
c_remdesivir
0.08
c_cancer_treatment_intent
0.08
c_haematological_cancer
0.07
MOST FREQUENT VALUES

65.74
25
2.6%
67.0
25
2.6%
65.0
24
2.5%
66.0
23
2.4%
64.17
22
2.3%
64.96
21
2.1%
70.86
21
2.1%
66.53
20
2.0%
64.0
20
2.0%
62.2
19
1.9%
72.0
18
1.8%
67.71
18
1.8%
61.81
18
1.8%
70.0
18
1.8%
63.78
18
1.8%
SMALLEST VALUES

47.24
1
0.1%
52.99
1
0.1%
53.93
1
0.1%
54.13
1
0.1%
55.11
1
0.1%
55.9
2
0.2%
56.96
1
0.1%
57.08
2
0.2%
57.48
3
0.3%
57.79
1
0.1%
57.87
3
0.3%
58.26
3
0.3%
58.46
1
0.1%
58.85
1
0.1%
58.97
1
0.1%
LARGEST VALUES

81.49
1
0.1%
80.0
1
0.1%
79.92
1
0.1%
79.13
1
0.1%
77.55
1
0.1%
77.16
1
0.1%
77.0
1
0.1%
76.77
2
0.2%
76.37
1
0.1%
76.0
1
0.1%
75.78
1
0.1%
75.59
1
0.1%
75.51
1
0.1%
75.19
1
0.1%
75.03
1
0.1%
b_weight_metric_2
MISSING:
7
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

b_height_us
0.45
temperature_us
0.16
b_age
-0.12
platelets
-0.11
systolibp
0.10
c_cancer_type
0.10
sat_oxygen
-0.10
sat_room_air
-0.10
diastolibp
0.10
creatinine_us
0.09
il6
-0.08
albumin_us
0.08
crp
0.08
respiratory_rate
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

b_sex
0.25
death_date_month
0.23
b_ethnicity
0.19
discharge_date_month
0.18
admission_date_month
0.18
outcome
0.17
b_ethnicity_other
0.17
c_solid_cancer_stage
0.14
d_worst_outcome
0.14
d_outcome___6
0.14
c_performance_status
0.13
d_outcome___3
0.13
d_outcome___2
0.13
c_conmeds___3
0.12
MOST FREQUENT VALUES

143.3
7
0.7%
176.37
7
0.7%
173.28
5
0.5%
128.31
5
0.5%
148.37
5
0.5%
158.29
5
0.5%
165.79
5
0.5%
141.98
5
0.5%
173.06
4
0.4%
134.26
4
0.4%
176.81
4
0.4%
182.1
4
0.4%
197.97
4
0.4%
256.84
4
0.4%
209.88
4
0.4%
SMALLEST VALUES

79.6
1
0.1%
81.13
1
0.1%
82.67
1
0.1%
84.44
1
0.1%
85.98
2
0.2%
87.08
1
0.1%
87.96
1
0.1%
89.73
2
0.2%
90.39
1
0.1%
90.83
1
0.1%
91.49
1
0.1%
92.59
1
0.1%
93.25
1
0.1%
94.36
1
0.1%
95.02
1
0.1%
LARGEST VALUES

389.33
1
0.1%
369.49
1
0.1%
365.96
1
0.1%
360.89
1
0.1%
350.53
1
0.1%
342.15
1
0.1%
330.47
1
0.1%
329.59
1
0.1%
320.0
1
0.1%
319.23
1
0.1%
318.57
1
0.1%
318.34
1
0.1%
315.92
1
0.1%
315.7
1
0.1%
315.26
1
0.1%
b_ethnicity
MISSING:
---
TOP CATEGORIES

7
561
56%
6
231
23%
2
133
13%
9
58
6%
10
7
<1%
8
3
<1%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
b_ethnicity
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
b_ethnicity_other
0.86
c_vaccine_name_4
0.22
d_outcome___1
0.18
c_comorbidity___10
0.10
c_hydroxychloroquine
0.09

THESE FEATURES
GIVE INFORMATION
ON b_ethnicity:

b_ethnicity_other
0.19
admission_date_month
0.07
discharge_date_month
0.07
death_date_month
0.06
d_worst_outcome
0.02
c_smoking_status
0.02
outcome
0.01
c_number_doses
0.01
c_performance_status
0.01
c_comorbidity___8
0.01
c_comorbidity___4
0.01
c_total_comorbidities
0.01
c_comorbidity___1
0.01
c_remdesivir
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
b_ethnicity
CORRELATION RATIO WITH...

b_age
0.19
b_weight_metric_2
0.19
creatinine_us
0.17
lymphocyte
0.15
erythrocyte
0.14
b_height_us
0.14
respiratory_rate
0.14
temperature_us
0.11
d_dimer
0.11
alanine_transaminase_us
0.11
platelets
0.11
crp
0.10
albumin_us
0.10
procalcitonin
0.10
b_ethnicity_other
MISSING:
935
(94%)
TOP CATEGORIES

Asian
38
66%
Other
20
34%
ALL
58
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
b_ethnicity_other
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_vaccine_name_4
0.21
b_ethnicity
0.19
c_other_cancer_treatment
0.07
d_outcome___5
0.01
d_outcome___10
0.01

THESE FEATURES
GIVE INFORMATION
ON b_ethnicity_other:

b_ethnicity
0.86
death_date_month
0.10
admission_date_month
0.08
discharge_date_month
0.08
d_worst_outcome
0.04
outcome
0.02
c_number_doses
0.02
c_smoking_status
0.02
c_cancer_last4___1
0.01
d_outcome___3
0.01
c_vaccine_name_4
0.01
c_comorbidity___8
0.01
c_vaccine_name_3
0.01
b_cxr_ct
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
b_ethnicity_other
CORRELATION RATIO WITH...

b_weight_metric_2
0.17
alanine_transaminase_us
0.12
crp
0.09
sat_room_air
0.08
sodium
0.08
albumin_us
0.08
sat_oxygen
0.08
respiratory_rate
0.08
aspartate_aminotran_us
0.07
b_height_us
0.06
urea_us
0.06
temperature_us
0.05
b_age
0.05
erythrocyte
0.05
b_sex
MISSING:
---
TOP CATEGORIES

2
524
53%
1
469
47%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
b_sex
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_vaccine_name_4
0.10
c_interferon_beta
0.08
c_baricitinib
0.08
d_outcome___1
0.08
c_comorbidity___12
0.03

THESE FEATURES
GIVE INFORMATION
ON b_sex:

death_date_month
0.05
c_smoking_status
0.02
discharge_date_month
0.02
admission_date_month
0.01
outcome
0.01
b_ethnicity
0.01
c_comorbidity___3
0.01
c_solid_cancer_stage
0.01
c_comorbidity___6
0.01
c_comorbidity___5
0.01
c_comorbidity___12
0.00
c_haematological_cancer
0.00
c_conmeds___6
0.00
c_conmeds___7
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
b_sex
CORRELATION RATIO WITH...

b_height_us
0.33
b_weight_metric_2
0.25
creatinine_us
0.16
urea_us
0.16
diastolibp
0.15
sodium
0.12
crp
0.10
b_age
0.08
c_cancer_type
0.08
platelets
0.06
systolibp
0.06
procalcitonin
0.05
albumin_us
0.05
lymphocyte
0.04
c_comorbidity___1
MISSING:
---
TOP CATEGORIES

0
886
89%
1
107
11%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___1
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_baricitinib
0.28
c_smoking_status
0.05
c_comorbidity___3
0.04
c_total_comorbidities
0.03
c_comorbidity___10
0.03

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___1:

c_total_comorbidities
0.18
c_smoking_status
0.13
c_comorbidity___3
0.08
death_date_month
0.08
c_remdesivir
0.05
d_worst_outcome
0.05
c_conmeds___7
0.04
discharge_date_month
0.04
admission_date_month
0.04
d_outcome___3
0.03
c_comorbidity___2
0.03
c_comorbidity___7
0.03
b_ethnicity
0.03
outcome
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___1
CORRELATION RATIO WITH...

sat_oxygen
0.23
sat_room_air
0.22
b_age
0.19
c_cancer_type
0.09
bilirubin_us
0.07
b_weight_metric_2
0.06
diastolibp
0.05
respiratory_rate
0.05
b_coronet_score
0.04
alanine_transaminase_us
0.04
heart_rate
0.03
lymphocyte
0.03
d_dimer
0.03
albumin_us
0.03
c_comorbidity___2
MISSING:
---
TOP CATEGORIES

1
660
66%
0
333
34%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___2
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_conmeds___4
0.14
d_outcome___1
0.14
c_conmeds___3
0.12
c_total_comorbidities
0.11
c_conmeds___7
0.08

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___2:

c_total_comorbidities
0.31
c_conmeds___4
0.09
c_conmeds___7
0.08
c_conmeds___3
0.08
c_comorbidity___4
0.07
c_comorbidity___3
0.07
c_comorbidity___5
0.04
death_date_month
0.04
c_conmeds___6
0.03
discharge_date_month
0.02
c_comorbidity___9
0.02
d_worst_outcome
0.02
outcome
0.02
admission_date_month
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___2
CORRELATION RATIO WITH...

b_age
0.35
systolibp
0.26
urea_us
0.18
creatinine_us
0.15
b_weight_metric_2
0.12
platelets
0.11
sat_oxygen
0.10
sat_room_air
0.09
erythrocyte
0.09
diastolibp
0.09
neutrophil
0.08
sodium
0.07
bilirubin_us
0.07
heart_rate
0.06
c_comorbidity___3
MISSING:
---
TOP CATEGORIES

0
610
61%
1
383
39%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___3
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_total_comorbidities
0.12
c_baricitinib
0.12
c_comorbidity___1
0.08
c_conmeds___6
0.08
c_comorbidity___2
0.07

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___3:

c_total_comorbidities
0.32
c_comorbidity___2
0.07
c_conmeds___6
0.06
c_conmeds___7
0.05
c_comorbidity___7
0.05
c_comorbidity___1
0.04
c_comorbidity___4
0.04
c_aspirin
0.03
death_date_month
0.03
c_comorbidity___5
0.03
c_smoking_status
0.03
admission_date_month
0.03
outcome
0.03
d_outcome___3
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___3
CORRELATION RATIO WITH...

b_age
0.35
systolibp
0.16
urea_us
0.16
sat_oxygen
0.15
sat_room_air
0.15
creatinine_us
0.14
b_coronet_score
0.09
crp
0.08
respiratory_rate
0.07
platelets
0.07
neutrophil
0.06
heart_rate
0.05
lymphocyte
0.05
erythrocyte
0.04
c_comorbidity___4
MISSING:
---
TOP CATEGORIES

0
608
61%
1
385
39%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___4
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_baricitinib
0.12
c_vaccine_name_4
0.09
c_total_comorbidities
0.08
c_other_cancer_treatment
0.08
c_comorbidity___2
0.07

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___4:

c_total_comorbidities
0.21
c_comorbidity___2
0.07
c_comorbidity___3
0.04
c_conmeds___7
0.03
death_date_month
0.03
c_conmeds___3
0.03
admission_date_month
0.03
c_conmeds___4
0.02
discharge_date_month
0.02
b_ethnicity
0.01
c_cancer_treatment_intent
0.01
c_comorbidity___5
0.01
c_conmeds___6
0.01
c_aspirin
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___4
CORRELATION RATIO WITH...

urea_us
0.15
b_age
0.14
systolibp
0.14
creatinine_us
0.10
b_weight_metric_2
0.09
b_coronet_score
0.07
respiratory_rate
0.06
sat_oxygen
0.06
erythrocyte
0.06
sat_room_air
0.06
crp
0.05
lymphocyte
0.05
procalcitonin
0.03
diastolibp
0.03
c_comorbidity___5
MISSING:
---
TOP CATEGORIES

0
662
67%
1
331
33%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___5
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.14
d_outcome___1
0.14
d_outcome___5
0.11
c_vaccine_name_4
0.10
c_total_comorbidities
0.07

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___5:

c_total_comorbidities
0.20
death_date_month
0.05
c_comorbidity___2
0.04
c_anticoagulation_treat
0.04
c_comorbidity___3
0.03
discharge_date_month
0.03
admission_date_month
0.02
c_comorbidity___7
0.02
c_comorbidity___11
0.02
c_anticoagulation_prophyl
0.01
c_comorbidity___4
0.01
c_conmeds___6
0.01
c_comorbidity___9
0.01
d_worst_outcome
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___5
CORRELATION RATIO WITH...

creatinine_us
0.39
urea_us
0.33
b_age
0.21
erythrocyte
0.12
c_cancer_type
0.11
systolibp
0.10
ferritin_us
0.09
platelets
0.08
d_dimer
0.07
bilirubin_us
0.07
b_coronet_score
0.05
alanine_transaminase_us
0.05
albumin_us
0.04
procalcitonin
0.04
c_comorbidity___6
MISSING:
---
TOP CATEGORIES

0
897
90%
1
96
10%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___6
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___10
0.02
c_comorbidity___1
0.02
d_outcome___5
0.02
c_comorbidity___10
0.02
c_other_cancer_treatment
0.02

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___6:

c_total_comorbidities
0.07
death_date_month
0.07
discharge_date_month
0.04
admission_date_month
0.04
c_comorbidity___1
0.02
c_solid_cancer_stage
0.01
b_sex
0.01
d_outcome___10
0.01
conciousness
0.01
c_number_doses
0.01
b_ethnicity
0.01
c_comorbidity___8
0.01
c_smoking_status
0.01
c_vaccine_name
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___6
CORRELATION RATIO WITH...

b_weight_metric_2
0.09
temperature_us
0.08
ldh_us
0.07
crp
0.05
procalcitonin
0.04
sodium
0.04
neutrophil
0.04
ferritin_us
0.04
diastolibp
0.04
aspartate_aminotran_us
0.03
heart_rate
0.03
albumin_us
0.03
erythrocyte
0.03
platelets
0.02
c_comorbidity___7
MISSING:
---
TOP CATEGORIES

0
584
59%
1
409
41%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___7
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.11
c_baricitinib
0.11
c_total_comorbidities
0.09
c_vaccine_name_4
0.07
d_outcome___1
0.07

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___7:

c_total_comorbidities
0.22
death_date_month
0.06
c_comorbidity___3
0.05
discharge_date_month
0.03
admission_date_month
0.03
c_anticoagulation_prophyl
0.02
c_comorbidity___5
0.02
c_performance_status
0.02
c_remdesivir
0.02
c_comorbidity___1
0.02
c_number_doses
0.01
c_comorbidity___11
0.01
c_anticoagulation_treat
0.01
d_worst_outcome
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___7
CORRELATION RATIO WITH...

b_age
0.15
platelets
0.15
sat_oxygen
0.10
sat_room_air
0.10
b_coronet_score
0.08
ferritin_us
0.08
urea_us
0.08
c_cancer_type
0.07
creatinine_us
0.06
b_weight_metric_2
0.05
ldh_us
0.04
procalcitonin
0.04
d_dimer
0.04
aspartate_aminotran_us
0.04
c_comorbidity___8
MISSING:
---
TOP CATEGORIES

0
683
69%
1
310
31%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___8
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_vaccine_name_4
0.10
c_comorbidity___10
0.06
c_interferon_beta
0.05
c_baricitinib
0.05
d_outcome___1
0.05

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___8:

c_total_comorbidities
0.11
death_date_month
0.04
admission_date_month
0.03
discharge_date_month
0.02
b_ethnicity
0.02
c_solid_cancer_stage
0.01
outcome
0.01
d_worst_outcome
0.01
c_comorbidity___4
0.01
c_comorbidity___7
0.01
c_performance_status
0.01
c_smoking_status
0.01
b_ethnicity_other
0.01
conciousness
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___8
CORRELATION RATIO WITH...

bilirubin_us
0.13
b_age
0.11
b_coronet_score
0.09
platelets
0.08
albumin_us
0.06
neutrophil
0.06
ferritin_us
0.05
urea_us
0.05
diastolibp
0.04
lymphocyte
0.04
c_cancer_type
0.04
temperature_us
0.04
creatinine_us
0.04
procalcitonin
0.04
c_comorbidity___9
MISSING:
---
TOP CATEGORIES

0
900
91%
1
93
9%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___9
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_comorbidity___10
0.04
c_total_comorbidities
0.03
c_comorbidity___2
0.02
d_outcome___9
0.02
c_conmeds___7
0.02

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___9:

c_total_comorbidities
0.15
death_date_month
0.06
discharge_date_month
0.05
c_comorbidity___2
0.05
c_conmeds___7
0.04
c_comorbidity___3
0.04
admission_date_month
0.04
c_conmeds___6
0.03
c_comorbidity___7
0.02
c_comorbidity___5
0.02
outcome
0.02
c_aspirin
0.02
d_worst_outcome
0.02
c_number_doses
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___9
CORRELATION RATIO WITH...

b_age
0.13
systolibp
0.07
procalcitonin
0.05
sat_room_air
0.05
sat_oxygen
0.05
neutrophil
0.05
b_height_us
0.04
lymphocyte
0.04
creatinine_us
0.04
urea_us
0.04
diastolibp
0.04
c_cancer_type
0.03
b_coronet_score
0.03
d_dimer
0.03
c_comorbidity___10
MISSING:
---
TOP CATEGORIES

0
987
>99%
1
6
<1%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___10
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
conciousness
0.01
d_outcome___8
0.01
outcome
0.00
c_comorbidity___9
0.00
death_date_month
0.00

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___10:

death_date_month
0.24
admission_date_month
0.21
discharge_date_month
0.16
outcome
0.13
c_total_comorbidities
0.13
b_ethnicity
0.10
conciousness
0.08
c_cancer_last4___3
0.06
c_conmeds___1
0.06
c_comorbidity___8
0.06
d_worst_outcome
0.06
d_outcome___8
0.06
c_solid_cancer_stage
0.05
c_cancer_last4___1
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___10
CORRELATION RATIO WITH...

alanine_transaminase_us
0.13
aspartate_aminotran_us
0.13
b_age
0.07
urea_us
0.07
sat_oxygen
0.07
sat_room_air
0.07
creatinine_us
0.07
sodium
0.06
c_cancer_type
0.04
erythrocyte
0.04
b_weight_metric_2
0.04
heart_rate
0.04
albumin_us
0.04
d_dimer
0.03
c_comorbidity___11
MISSING:
---
TOP CATEGORIES

0
802
81%
1
191
19%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___11
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_conmeds___5
0.17
c_haematological_cancer
0.17
c_vaccine_name_4
0.12
c_solid_cancer_stage
0.10
c_nosocomial
0.05

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___11:

c_solid_cancer_stage
0.24
c_haematological_cancer
0.24
c_total_comorbidities
0.13
c_conmeds___5
0.08
death_date_month
0.05
admission_date_month
0.04
discharge_date_month
0.03
c_antibiotic
0.03
c_comorbidity___5
0.02
c_number_doses
0.02
c_vaccine_name_3
0.02
c_remdesivir
0.02
c_comorbidity___7
0.02
c_cancer_last4___3
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___11
CORRELATION RATIO WITH...

c_cancer_type
0.41
platelets
0.27
ferritin_us
0.15
creatinine_us
0.14
d_dimer
0.14
neutrophil
0.11
sodium
0.09
b_age
0.06
heart_rate
0.06
temperature_us
0.06
albumin_us
0.06
systolibp
0.06
b_coronet_score
0.05
ldh_us
0.04
c_comorbidity___12
MISSING:
---
TOP CATEGORIES

0
973
98%
1
20
2%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___12
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___6
0.01
death_date_month
0.01
c_comorbidity___3
0.01
c_covid_19_identification
0.01
c_vaccine_name_2
0.01

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___12:

death_date_month
0.16
admission_date_month
0.11
discharge_date_month
0.09
c_total_comorbidities
0.09
c_vaccine_name
0.04
c_comorbidity___3
0.04
c_vaccine_name_2
0.04
c_performance_status
0.04
b_sex
0.03
c_smoking_status
0.03
c_conmeds___1
0.02
c_comorbidity___7
0.02
d_worst_outcome
0.02
c_anticoagulation_prophyl
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___12
CORRELATION RATIO WITH...

b_age
0.08
diastolibp
0.05
temperature_us
0.05
respiratory_rate
0.04
systolibp
0.04
b_coronet_score
0.04
albumin_us
0.03
procalcitonin
0.03
sodium
0.03
creatinine_us
0.02
sat_room_air
0.02
ldh_us
0.02
alanine_transaminase_us
0.02
sat_oxygen
0.02
c_comorbidity___13
MISSING:
---
TOP CATEGORIES

0
809
81%
1
184
19%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_comorbidity___13
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___4
0.09
c_comorbidity___10
0.04
c_anticoagulation_treat
0.04
c_other_cancer_treatment
0.04
c_vaccine_name_4
0.03

THESE FEATURES
GIVE INFORMATION
ON c_comorbidity___13:

c_total_comorbidities
0.09
c_anticoagulation_treat
0.05
discharge_date_month
0.03
d_outcome___4
0.03
death_date_month
0.03
c_anticoagulation_prophyl
0.03
admission_date_month
0.03
outcome
0.03
c_cancer_treatment_intent
0.02
b_ethnicity
0.02
d_worst_outcome
0.01
d_outcome___8
0.01
conciousness
0.01
c_comorbidity___3
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_comorbidity___13
CORRELATION RATIO WITH...

respiratory_rate
0.12
sodium
0.08
b_age
0.07
albumin_us
0.07
b_coronet_score
0.05
erythrocyte
0.05
b_height_us
0.05
heart_rate
0.04
sat_room_air
0.04
sat_oxygen
0.04
bilirubin_us
0.04
crp
0.03
lymphocyte
0.03
ldh_us
0.03
c_total_comorbidities
MISSING:
---
TOP CATEGORIES

5
252
25%
3
204
21%
2
158
16%
4
155
16%
1
146
15%
0
78
8%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_total_comorbidities
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_comorbidity___3
0.32
c_comorbidity___2
0.31
d_outcome___1
0.24
c_comorbidity___7
0.22
c_comorbidity___4
0.21

THESE FEATURES
GIVE INFORMATION
ON c_total_comorbidities:

c_comorbidity___3
0.12
c_comorbidity___2
0.11
c_comorbidity___7
0.09
c_comorbidity___4
0.08
death_date_month
0.07
c_comorbidity___5
0.07
discharge_date_month
0.05
admission_date_month
0.04
c_comorbidity___8
0.04
c_comorbidity___11
0.04
c_comorbidity___1
0.03
c_conmeds___7
0.03
c_comorbidity___9
0.03
c_comorbidity___13
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_total_comorbidities
CORRELATION RATIO WITH...

b_age
0.35
urea_us
0.22
creatinine_us
0.22
platelets
0.21
systolibp
0.20
sat_oxygen
0.16
sat_room_air
0.16
b_coronet_score
0.13
c_cancer_type
0.13
erythrocyte
0.13
d_dimer
0.12
crp
0.10
ferritin_us
0.10
respiratory_rate
0.10
c_conmeds___1
MISSING:
---
TOP CATEGORIES

0
681
69%
1
312
31%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_conmeds___1
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.15
c_vaccine_name_4
0.10
c_conmeds___5
0.07
c_comorbidity___10
0.06
c_other_cancer_treatment
0.06

THESE FEATURES
GIVE INFORMATION
ON c_conmeds___1:

death_date_month
0.05
admission_date_month
0.03
discharge_date_month
0.03
c_conmeds___5
0.03
c_steroids
0.02
c_performance_status
0.02
c_comorbidity___11
0.01
c_number_doses
0.01
c_cancer_last4___1
0.01
c_vaccine_name_2
0.01
c_total_comorbidities
0.01
c_cancer_treatment_intent
0.01
c_vaccine_name
0.01
c_cancer_last4___4
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_conmeds___1
CORRELATION RATIO WITH...

b_coronet_score
0.14
platelets
0.10
lymphocyte
0.07
sodium
0.07
bilirubin_us
0.06
aspartate_aminotran_us
0.06
b_age
0.06
heart_rate
0.05
alanine_transaminase_us
0.05
diastolibp
0.04
ferritin_us
0.04
erythrocyte
0.03
procalcitonin
0.03
systolibp
0.03
c_conmeds___2
MISSING:
---
TOP CATEGORIES

0
830
84%
1
163
16%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_conmeds___2
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___1
0.23
c_nosocomial
0.04
c_hydroxychloroquine
0.03
c_comorbidity___10
0.03
c_other_cancer_treatment
0.03

THESE FEATURES
GIVE INFORMATION
ON c_conmeds___2:

death_date_month
0.06
admission_date_month
0.04
discharge_date_month
0.04
c_solid_cancer_stage
0.02
c_haematological_cancer
0.02
c_comorbidity___11
0.02
c_total_comorbidities
0.01
c_vaccine_name
0.01
c_vaccine_name_2
0.01
c_performance_status
0.01
c_anticoagulation_prophyl
0.01
d_worst_outcome
0.01
c_hydroxychloroquine
0.01
c_nosocomial
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_conmeds___2
CORRELATION RATIO WITH...

c_cancer_type
0.12
b_age
0.10
creatinine_us
0.08
erythrocyte
0.07
b_coronet_score
0.06
systolibp
0.06
urea_us
0.06
temperature_us
0.05
b_weight_metric_2
0.04
ferritin_us
0.04
aspartate_aminotran_us
0.04
diastolibp
0.04
alanine_transaminase_us
0.04
procalcitonin
0.03
c_conmeds___3
MISSING:
---
TOP CATEGORIES

0
841
85%
1
152
15%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_conmeds___3
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_comorbidity___2
0.08
c_conmeds___4
0.06
c_hydroxychloroquine
0.04
c_comorbidity___4
0.03
c_other_cancer_treatment
0.03

THESE FEATURES
GIVE INFORMATION
ON c_conmeds___3:

c_comorbidity___2
0.12
c_conmeds___4
0.06
death_date_month
0.05
c_comorbidity___4
0.05
c_total_comorbidities
0.05
c_conmeds___7
0.04
admission_date_month
0.03
b_ethnicity
0.02
discharge_date_month
0.02
d_worst_outcome
0.01
c_vaccine_name_2
0.01
outcome
0.01
c_vaccine_name
0.01
c_comorbidity___3
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_conmeds___3
CORRELATION RATIO WITH...

systolibp
0.17
b_age
0.15
b_weight_metric_2
0.12
b_coronet_score
0.07
erythrocyte
0.07
lymphocyte
0.05
c_cancer_type
0.05
temperature_us
0.04
albumin_us
0.04
alanine_transaminase_us
0.03
creatinine_us
0.03
respiratory_rate
0.03
sodium
0.03
procalcitonin
0.03
c_conmeds___4
MISSING:
---
TOP CATEGORIES

0
855
86%
1
138
14%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_conmeds___4
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_baricitinib
0.25
c_vaccine_name_4
0.13
c_comorbidity___2
0.09
c_conmeds___3
0.06
c_conmeds___7
0.04

THESE FEATURES
GIVE INFORMATION
ON c_conmeds___4:

c_comorbidity___2
0.14
c_conmeds___3
0.06
c_conmeds___7
0.06
death_date_month
0.05
c_total_comorbidities
0.05
discharge_date_month
0.04
admission_date_month
0.04
c_comorbidity___4
0.03
c_conmeds___6
0.02
c_comorbidity___3
0.01
c_aspirin
0.01
c_solid_cancer_stage
0.01
c_hydroxychloroquine
0.01
c_vaccine_name
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_conmeds___4
CORRELATION RATIO WITH...

b_age
0.11
urea_us
0.07
systolibp
0.07
sat_oxygen
0.07
sat_room_air
0.07
b_height_us
0.06
sodium
0.06
heart_rate
0.04
lymphocyte
0.04
crp
0.04
bilirubin_us
0.03
b_weight_metric_2
0.03
procalcitonin
0.03
aspartate_aminotran_us
0.03
c_conmeds___5
MISSING:
---
TOP CATEGORIES

0
936
94%
1
57
6%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_conmeds___5
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_comorbidity___11
0.08
c_conmeds___1
0.03
c_haematological_cancer
0.02
d_outcome___7
0.02
c_covid_19_identification
0.01

THESE FEATURES
GIVE INFORMATION
ON c_conmeds___5:

c_comorbidity___11
0.17
death_date_month
0.12
c_haematological_cancer
0.08
c_solid_cancer_stage
0.08
c_conmeds___1
0.07
c_total_comorbidities
0.06
discharge_date_month
0.05
admission_date_month
0.03
d_worst_outcome
0.02
outcome
0.02
c_comorbidity___7
0.02
d_outcome___7
0.02
c_conmeds___6
0.02
c_anticoagulation_prophyl
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_conmeds___5
CORRELATION RATIO WITH...

ferritin_us
0.16
c_cancer_type
0.16
platelets
0.14
diastolibp
0.07
aspartate_aminotran_us
0.06
heart_rate
0.06
d_dimer
0.06
b_age
0.05
alanine_transaminase_us
0.05
b_weight_metric_2
0.05
creatinine_us
0.05
sat_oxygen
0.04
albumin_us
0.04
sat_room_air
0.04
c_conmeds___6
MISSING:
---
TOP CATEGORIES

0
772
78%
1
221
22%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_conmeds___6
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_aspirin
0.22
c_vaccine_name_4
0.11
c_conmeds___7
0.08
c_comorbidity___3
0.06
c_other_cancer_treatment
0.04

THESE FEATURES
GIVE INFORMATION
ON c_conmeds___6:

c_aspirin
0.21
c_conmeds___7
0.09
c_comorbidity___3
0.08
c_total_comorbidities
0.05
death_date_month
0.04
c_comorbidity___2
0.04
discharge_date_month
0.03
admission_date_month
0.03
c_comorbidity___9
0.02
c_conmeds___4
0.02
c_comorbidity___4
0.01
c_comorbidity___5
0.01
b_ethnicity
0.01
c_smoking_status
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_conmeds___6
CORRELATION RATIO WITH...

b_age
0.23
systolibp
0.17
creatinine_us
0.09
urea_us
0.08
b_weight_metric_2
0.07
b_height_us
0.07
temperature_us
0.06
ferritin_us
0.05
d_dimer
0.05
neutrophil
0.05
crp
0.04
aspartate_aminotran_us
0.04
ldh_us
0.04
alanine_transaminase_us
0.03
c_conmeds___7
MISSING:
---
TOP CATEGORIES

0
660
66%
1
333
34%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_conmeds___7
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_baricitinib
0.14
c_vaccine_name_4
0.10
c_conmeds___6
0.09
c_comorbidity___2
0.08
c_other_cancer_treatment
0.06

THESE FEATURES
GIVE INFORMATION
ON c_conmeds___7:

c_comorbidity___2
0.08
c_total_comorbidities
0.08
c_conmeds___6
0.08
c_comorbidity___3
0.05
c_conmeds___4
0.04
c_comorbidity___4
0.04
death_date_month
0.03
c_aspirin
0.03
c_conmeds___3
0.02
c_comorbidity___1
0.02
discharge_date_month
0.02
c_comorbidity___9
0.02
admission_date_month
0.02
c_smoking_status
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_conmeds___7
CORRELATION RATIO WITH...

b_age
0.30
urea_us
0.13
systolibp
0.12
creatinine_us
0.11
b_weight_metric_2
0.08
sat_room_air
0.06
sat_oxygen
0.06
heart_rate
0.06
b_coronet_score
0.06
ldh_us
0.06
b_height_us
0.05
aspartate_aminotran_us
0.05
alanine_transaminase_us
0.05
bilirubin_us
0.05
c_cancer_type
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

platelets
-0.25
neutrophil
-0.14
ferritin_us
0.14
d_dimer
-0.12
temperature_us
0.12
b_weight_metric_2
0.10
albumin_us
0.09
lymphocyte
0.09
diastolibp
-0.07
b_height_us
0.07
sodium
0.05
il6
-0.04
b_coronet_score
0.04
urea_us
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

c_haematological_cancer
0.76
c_solid_cancer_stage
0.75
c_comorbidity___11
0.41
c_antibiotic
0.21
c_cancer_treatment_intent
0.21
death_date_month
0.20
c_cancer_last4___3
0.19
discharge_date_month
0.18
admission_date_month
0.16
outcome
0.16
c_conmeds___5
0.16
c_cancer_last4___2
0.15
c_number_doses
0.15
c_performance_status
0.14
MOST FREQUENT VALUES

30.0
84
8.5%
28.0
80
8.1%
32.0
79
8.0%
2.0
74
7.5%
24.0
71
7.2%
3.0
55
5.5%
1.0
53
5.3%
25.0
50
5.0%
27.0
43
4.3%
7.0
37
3.7%
20.0
37
3.7%
26.0
36
3.6%
12.0
32
3.2%
9.0
32
3.2%
6.0
28
2.8%
SMALLEST VALUES

1.0
53
5.3%
2.0
74
7.5%
3.0
55
5.5%
4.0
1
0.1%
5.0
15
1.5%
6.0
28
2.8%
7.0
37
3.7%
8.0
11
1.1%
9.0
32
3.2%
10.0
19
1.9%
11.0
12
1.2%
12.0
32
3.2%
13.0
13
1.3%
14.0
16
1.6%
15.0
9
0.9%
LARGEST VALUES

32.0
79
8.0%
31.0
9
0.9%
30.0
84
8.5%
29.0
19
1.9%
28.0
80
8.1%
27.0
43
4.3%
26.0
36
3.6%
25.0
50
5.0%
24.0
71
7.2%
23.0
16
1.6%
22.0
6
0.6%
21.0
12
1.2%
20.0
37
3.7%
19.0
5
0.5%
18.0
20
2.0%
c_cancer_type_other
MISSING:
993
(100%)
c_haematological_cancer
MISSING:
16
(2%)
TOP CATEGORIES

0.0
533
55%
1.0
444
45%
ALL
977
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_haematological_cancer
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_solid_cancer_stage
0.49
c_comorbidity___11
0.24
c_interferon_beta
0.10
c_vaccine_name_4
0.09
c_conmeds___5
0.08

THESE FEATURES
GIVE INFORMATION
ON c_haematological_cancer:

c_solid_cancer_stage
0.89
c_comorbidity___11
0.17
c_cancer_last4___3
0.06
c_cancer_treatment_intent
0.06
c_antibiotic
0.05
death_date_month
0.03
c_remdesivir
0.03
outcome
0.03
c_conmeds___5
0.02
b_cxr_ct
0.02
discharge_date_month
0.02
d_worst_outcome
0.02
admission_date_month
0.02
d_outcome___2
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_haematological_cancer
CORRELATION RATIO WITH...

c_cancer_type
0.76
platelets
0.32
neutrophil
0.19
d_dimer
0.18
ferritin_us
0.17
albumin_us
0.14
temperature_us
0.13
b_coronet_score
0.11
sodium
0.10
diastolibp
0.10
lymphocyte
0.10
b_weight_metric_2
0.09
b_height_us
0.07
urea_us
0.05
c_solid_cancer_stage
MISSING:
441
(44%)
TOP CATEGORIES

4.0
368
67%
3.0
75
14%
1.0
63
11%
2.0
46
8%
ALL
552
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_solid_cancer_stage
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_haematological_cancer
0.89
c_comorbidity___11
0.24
c_baricitinib
0.13
d_outcome___1
0.13
c_vaccine_name_4
0.11

THESE FEATURES
GIVE INFORMATION
ON c_solid_cancer_stage:

c_haematological_cancer
0.49
c_comorbidity___11
0.10
death_date_month
0.09
c_cancer_treatment_intent
0.08
admission_date_month
0.05
discharge_date_month
0.05
c_cancer_last4___3
0.04
c_antibiotic
0.03
d_worst_outcome
0.02
c_remdesivir
0.02
c_performance_status
0.02
c_total_comorbidities
0.02
outcome
0.02
c_cancer_last4___2
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_solid_cancer_stage
CORRELATION RATIO WITH...

c_cancer_type
0.75
platelets
0.32
d_dimer
0.21
neutrophil
0.21
ferritin_us
0.17
b_coronet_score
0.17
albumin_us
0.16
temperature_us
0.15
b_weight_metric_2
0.14
sodium
0.13
diastolibp
0.11
lymphocyte
0.10
b_age
0.10
ldh_us
0.10
c_cancer_treatment_intent
MISSING:
314
(32%)
TOP CATEGORIES

1.0
362
53%
2.0
317
47%
ALL
679
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_cancer_treatment_intent
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___1
0.14
c_vaccine_name_4
0.13
c_interferon_beta
0.13
c_baricitinib
0.13
c_solid_cancer_stage
0.08

THESE FEATURES
GIVE INFORMATION
ON c_cancer_treatment_intent:

admission_date_month
0.13
discharge_date_month
0.12
c_solid_cancer_stage
0.09
death_date_month
0.08
c_haematological_cancer
0.04
c_vaccine_name
0.02
c_performance_status
0.01
c_vaccine_name_2
0.01
c_number_doses
0.01
outcome
0.01
d_worst_outcome
0.01
c_vaccine_status
0.01
c_comorbidity___13
0.01
c_comorbidity___4
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_cancer_treatment_intent
CORRELATION RATIO WITH...

c_cancer_type
0.21
albumin_us
0.13
platelets
0.13
d_dimer
0.12
temperature_us
0.10
b_weight_metric_2
0.10
b_coronet_score
0.10
bilirubin_us
0.08
b_height_us
0.08
erythrocyte
0.07
sat_oxygen
0.07
sat_room_air
0.07
neutrophil
0.07
alanine_transaminase_us
0.07
c_cancer_last4___1
MISSING:
---
TOP CATEGORIES

0
759
76%
1
234
24%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_cancer_last4___1
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_other_cancer_treatment
0.22
d_outcome___1
0.18
c_cancer_last4___4
0.16
c_vaccine_name_4
0.11
c_nosocomial
0.09

THESE FEATURES
GIVE INFORMATION
ON c_cancer_last4___1:

death_date_month
0.04
c_cancer_last4___4
0.03
c_performance_status
0.03
discharge_date_month
0.03
admission_date_month
0.03
d_outcome___3
0.02
outcome
0.02
d_worst_outcome
0.02
c_smoking_status
0.02
c_vaccine_name_2
0.01
c_nosocomial
0.01
c_number_doses
0.01
c_cancer_treatment_intent
0.01
c_vaccine_name
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_cancer_last4___1
CORRELATION RATIO WITH...

b_coronet_score
0.16
sat_room_air
0.12
sat_oxygen
0.12
urea_us
0.10
platelets
0.10
temperature_us
0.09
heart_rate
0.08
lymphocyte
0.08
bilirubin_us
0.07
respiratory_rate
0.07
erythrocyte
0.06
aspartate_aminotran_us
0.06
diastolibp
0.06
alanine_transaminase_us
0.05
c_cancer_last4___2
MISSING:
---
TOP CATEGORIES

0
942
95%
1
51
5%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_cancer_last4___2
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_cancer_last4___4
0.05
c_haematological_cancer
0.02
c_solid_cancer_stage
0.02
c_comorbidity___10
0.01
c_comorbidity___1
0.01

THESE FEATURES
GIVE INFORMATION
ON c_cancer_last4___2:

c_solid_cancer_stage
0.10
death_date_month
0.09
c_haematological_cancer
0.07
c_performance_status
0.06
discharge_date_month
0.06
admission_date_month
0.05
c_smoking_status
0.04
c_cancer_last4___4
0.03
c_comorbidity___1
0.02
c_plasma
0.02
c_tocilizumab
0.02
conciousness
0.01
b_ethnicity
0.01
c_total_comorbidities
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_cancer_last4___2
CORRELATION RATIO WITH...

b_coronet_score
0.16
c_cancer_type
0.15
sodium
0.11
alanine_transaminase_us
0.08
d_dimer
0.06
neutrophil
0.06
b_age
0.05
b_height_us
0.05
aspartate_aminotran_us
0.05
sat_room_air
0.04
sat_oxygen
0.04
platelets
0.03
bilirubin_us
0.02
crp
0.02
c_cancer_last4___3
MISSING:
---
TOP CATEGORIES

0
672
68%
1
321
32%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_cancer_last4___3
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.14
c_comorbidity___10
0.06
c_haematological_cancer
0.06
c_other_cancer_treatment
0.06
c_vaccine_name_4
0.05

THESE FEATURES
GIVE INFORMATION
ON c_cancer_last4___3:

c_solid_cancer_stage
0.07
c_haematological_cancer
0.07
discharge_date_month
0.03
death_date_month
0.03
admission_date_month
0.02
c_comorbidity___11
0.01
c_performance_status
0.01
c_remdesivir
0.01
outcome
0.01
c_conmeds___7
0.01
c_antibiotic
0.01
c_vaccine_name_2
0.01
c_total_comorbidities
0.01
c_vaccine_name
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_cancer_last4___3
CORRELATION RATIO WITH...

c_cancer_type
0.19
platelets
0.12
neutrophil
0.10
d_dimer
0.09
b_coronet_score
0.09
temperature_us
0.08
aspartate_aminotran_us
0.07
alanine_transaminase_us
0.07
b_weight_metric_2
0.06
creatinine_us
0.05
crp
0.05
b_age
0.05
ldh_us
0.05
bilirubin_us
0.04
c_cancer_last4___4
MISSING:
---
TOP CATEGORIES

0
968
97%
1
25
3%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_cancer_last4___4
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_other_cancer_treatment
0.06
c_cancer_last4___1
0.03
c_cancer_last4___2
0.03
c_performance_status
0.01
death_date_month
0.01

THESE FEATURES
GIVE INFORMATION
ON c_cancer_last4___4:

c_cancer_last4___1
0.16
death_date_month
0.14
c_performance_status
0.10
discharge_date_month
0.09
admission_date_month
0.08
c_solid_cancer_stage
0.06
c_cancer_last4___2
0.05
c_haematological_cancer
0.04
c_conmeds___1
0.04
c_smoking_status
0.03
c_comorbidity___5
0.03
c_total_comorbidities
0.03
c_cancer_last4___3
0.02
c_cancer_treatment_intent
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_cancer_last4___4
CORRELATION RATIO WITH...

b_coronet_score
0.13
c_cancer_type
0.08
sodium
0.08
platelets
0.05
b_height_us
0.04
systolibp
0.04
neutrophil
0.03
diastolibp
0.03
erythrocyte
0.03
lymphocyte
0.03
ldh_us
0.03
bilirubin_us
0.03
crp
0.03
b_age
0.02
c_other_cancer_treatment
MISSING:
989
(>99%)
TOP CATEGORIES

CAR-T CELL
4
100%
ALL
4
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_other_cancer_treatment
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_nosocomial
0.07
c_cancer_last4___4
0.01
c_cancer_last4___1
0.01
d_outcome___9
0.01
b_ethnicity_other
0.01

THESE FEATURES
GIVE INFORMATION
ON c_other_cancer_treatment:

discharge_date_month
0.31
admission_date_month
0.26
death_date_month
0.24
c_cancer_last4___1
0.22
c_nosocomial
0.22
c_remdesivir
0.09
d_worst_outcome
0.08
c_comorbidity___4
0.08
c_tocilizumab
0.07
b_ethnicity_other
0.07
c_conmeds___7
0.06
c_comorbidity___5
0.06
c_performance_status
0.06
c_conmeds___1
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_other_cancer_treatment
CORRELATION RATIO WITH...

b_age
0.06
urea_us
0.03
c_cancer_type
0.03
neutrophil
0.03
respiratory_rate
0.03
creatinine_us
0.03
d_dimer
0.03
heart_rate
0.02
diastolibp
0.02
bilirubin_us
0.02
platelets
0.02
b_coronet_score
0.02
systolibp
0.02
lymphocyte
0.01
c_smoking_status
MISSING:
16
(2%)
TOP CATEGORIES

3.0
555
57%
2.0
377
39%
1.0
45
5%
ALL
977
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_smoking_status
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_comorbidity___1
0.13
c_baricitinib
0.12
c_vaccine_name_4
0.10
c_interferon_beta
0.07
d_outcome___1
0.07

THESE FEATURES
GIVE INFORMATION
ON c_smoking_status:

death_date_month
0.05
c_comorbidity___1
0.05
admission_date_month
0.04
discharge_date_month
0.04
c_total_comorbidities
0.03
d_worst_outcome
0.02
c_comorbidity___3
0.02
b_ethnicity
0.02
b_sex
0.02
c_conmeds___7
0.01
outcome
0.01
c_number_doses
0.01
d_outcome___3
0.01
c_comorbidity___2
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_smoking_status
CORRELATION RATIO WITH...

b_age
0.15
b_height_us
0.15
albumin_us
0.14
sat_oxygen
0.14
sat_room_air
0.14
b_weight_metric_2
0.11
ldh_us
0.10
neutrophil
0.10
c_cancer_type
0.10
sodium
0.09
temperature_us
0.09
platelets
0.08
b_coronet_score
0.08
d_dimer
0.08
c_vaccine_status
MISSING:
---
TOP CATEGORIES

3
679
68%
2
314
32%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_vaccine_status
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_vaccine_name
0.73
c_number_doses
0.68
c_vaccine_name_2
0.62
c_vaccine_name_3
0.31
c_vaccine_name_4
0.15

THESE FEATURES
GIVE INFORMATION
ON c_vaccine_status:

c_number_doses
1.00
c_vaccine_name
1.00
c_vaccine_name_2
0.76
discharge_date_month
0.33
admission_date_month
0.32
c_vaccine_name_3
0.16
death_date_month
0.11
c_cancer_treatment_intent
0.02
c_conmeds___7
0.01
c_smoking_status
0.01
c_cancer_last4___1
0.01
b_ethnicity
0.01
c_total_comorbidities
0.01
c_performance_status
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_vaccine_status
CORRELATION RATIO WITH...

b_age
0.17
b_coronet_score
0.08
respiratory_rate
0.07
b_weight_metric_2
0.07
urea_us
0.07
procalcitonin
0.06
sat_room_air
0.06
sat_oxygen
0.06
heart_rate
0.05
diastolibp
0.05
temperature_us
0.04
erythrocyte
0.04
bilirubin_us
0.04
ferritin_us
0.03
c_number_doses
MISSING:
679
(68%)
TOP CATEGORIES

2.0
196
62%
103.0
78
25%
1.0
38
12%
104.0
2
<1%
ALL
314
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_number_doses
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_vaccine_status
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_vaccine_name_4
0.91
c_vaccine_name_3
0.87
c_vaccine_name_2
0.78
c_vaccine_name
0.76

THESE FEATURES
GIVE INFORMATION
ON c_number_doses:

c_vaccine_name
0.71
c_vaccine_status
0.68
c_vaccine_name_2
0.65
c_vaccine_name_3
0.31
discharge_date_month
0.27
admission_date_month
0.27
death_date_month
0.11
c_vaccine_name_4
0.02
b_ethnicity
0.02
c_total_comorbidities
0.01
c_solid_cancer_stage
0.01
c_performance_status
0.01
c_cancer_treatment_intent
0.01
d_worst_outcome
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_number_doses
CORRELATION RATIO WITH...

b_age
0.17
c_cancer_type
0.15
b_coronet_score
0.12
d_dimer
0.08
respiratory_rate
0.08
sodium
0.08
b_weight_metric_2
0.07
erythrocyte
0.07
urea_us
0.07
crp
0.07
diastolibp
0.07
albumin_us
0.07
heart_rate
0.06
sat_room_air
0.06
c_vaccine_name
MISSING:
679
(68%)
TOP CATEGORIES

2.0
225
72%
3.0
72
23%
4.0
17
5%
ALL
314
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_vaccine_name
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_vaccine_status
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_vaccine_name_2
0.86
c_number_doses
0.71
c_vaccine_name_3
0.42
c_baricitinib
0.33

THESE FEATURES
GIVE INFORMATION
ON c_vaccine_name:

c_vaccine_name_2
0.76
c_number_doses
0.76
c_vaccine_status
0.73
discharge_date_month
0.25
admission_date_month
0.25
c_vaccine_name_3
0.16
death_date_month
0.11
c_cancer_treatment_intent
0.02
c_performance_status
0.01
d_worst_outcome
0.01
c_total_comorbidities
0.01
c_conmeds___7
0.01
c_smoking_status
0.01
b_ethnicity
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_vaccine_name
CORRELATION RATIO WITH...

b_age
0.17
b_coronet_score
0.11
urea_us
0.09
respiratory_rate
0.08
b_weight_metric_2
0.08
erythrocyte
0.08
diastolibp
0.07
alanine_transaminase_us
0.07
sat_room_air
0.07
sat_oxygen
0.07
c_cancer_type
0.06
procalcitonin
0.06
heart_rate
0.05
albumin_us
0.05
c_date_of_vaccine_us
MISSING:
679
(68%)
17
5%
-
-
2021-02-06 00:00:00
14
4%
-
-
2021-01-24 00:00:00
13
4%
-
-
2021-02-05 00:00:00
10
3%
-
-
2021-01-23 00:00:00
9
3%
-
-
2021-01-31 00:00:00
9
3%
-
-
2021-01-30 00:00:00
7
2%
-
-
2021-03-26 00:00:00
6
2%
-
-
2021-02-01 00:00:00
6
2%
-
-
2021-02-26 00:00:00
5
2%
-
-
2021-03-20 00:00:00
5
2%
-
-
2021-01-28 00:00:00
5
2%
-
-
2021-03-02 00:00:00
5
2%
-
-
2021-03-06 00:00:00
5
2%
-
-
2021-03-17 00:00:00
4
1%
-
-
2021-03-16 00:00:00
4
1%
-
-
2021-03-01 00:00:00
4
1%
-
-
2021-01-25 00:00:00
4
1%
-
-
2021-01-21 00:00:00
4
1%
-
-
2021-01-07 00:00:00
4
1%
-
-
2021-02-09 00:00:00
4
1%
-
-
2021-01-14 00:00:00
4
1%
-
-
2021-03-03 00:00:00
4
1%
-
-
2021-01-13 00:00:00
3
<1%
-
-
2021-09-02 00:00:00
3
<1%
-
-
2021-03-09 00:00:00
3
<1%
-
-
2021-03-04 00:00:00
3
<1%
-
-
2021-02-03 00:00:00
3
<1%
-
-
2021-03-08 00:00:00
3
<1%
-
-
2021-02-27 00:00:00
3
<1%
-
-
2021-02-25 00:00:00
3
<1%
-
-
2021-01-11 00:00:00
3
<1%
-
-
2021-01-06 00:00:00
3
<1%
-
-
2021-01-15 00:00:00
3
<1%
-
-
2021-01-18 00:00:00
3
<1%
-
-
2021-01-29 00:00:00
3
<1%
-
-
2021-03-21 00:00:00
2
<1%
-
-
2021-02-21 00:00:00
2
<1%
-
-
2021-01-16 00:00:00
2
<1%
-
-
2021-07-30 00:00:00
2
<1%
-
-
2021-01-04 00:00:00
2
<1%
-
-
2021-08-12 00:00:00
2
<1%
-
-
2021-05-06 00:00:00
2
<1%
-
-
2021-01-05 00:00:00
2
<1%
-
-
2021-02-18 00:00:00
2
<1%
-
-
2021-04-07 00:00:00
2
<1%
-
-
2021-01-20 00:00:00
2
<1%
-
-
2021-01-27 00:00:00
2
<1%
-
-
2021-02-12 00:00:00
2
<1%
-
-
2021-02-08 00:00:00
2
<1%
-
-
2021-04-30 00:00:00
2
<1%
-
-
2021-04-01 00:00:00
2
<1%
-
-
2021-03-15 00:00:00
2
<1%
-
-
2021-04-29 00:00:00
2
<1%
-
-
2021-08-16 00:00:00
2
<1%
-
-
2021-01-26 00:00:00
2
<1%
-
-
2021-04-16 00:00:00
2
<1%
-
-
2021-06-17 00:00:00
2
<1%
-
-
2021-03-18 00:00:00
2
<1%
-
-
2021-04-06 00:00:00
2
<1%
-
-
2021-01-22 00:00:00
75
24%
-
-
(Other)
c_vaccine_name_2
MISSING:
717
(72%)
TOP CATEGORIES

2.0
205
74%
3.0
68
25%
4.0
3
1%
ALL
276
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_vaccine_name_2
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_vaccine_name
0.76
c_vaccine_status
0.76
c_number_doses
0.65
c_vaccine_name_3
0.47
c_baricitinib
0.34

THESE FEATURES
GIVE INFORMATION
ON c_vaccine_name_2:

c_vaccine_name
0.86
c_number_doses
0.78
c_vaccine_status
0.62
discharge_date_month
0.27
admission_date_month
0.27
c_vaccine_name_3
0.20
death_date_month
0.11
c_cancer_treatment_intent
0.02
c_total_comorbidities
0.02
c_performance_status
0.01
c_conmeds___7
0.01
d_worst_outcome
0.01
b_ethnicity
0.01
c_smoking_status
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_vaccine_name_2
CORRELATION RATIO WITH...

b_age
0.17
b_coronet_score
0.11
urea_us
0.10
respiratory_rate
0.08
b_weight_metric_2
0.08
sat_room_air
0.07
alanine_transaminase_us
0.07
diastolibp
0.07
sat_oxygen
0.07
sodium
0.06
procalcitonin
0.06
heart_rate
0.05
albumin_us
0.05
c_cancer_type
0.05
c_date_of_vaccine_us_2
MISSING:
717
(72%)
24
9%
-
-
2021-02-27 00:00:00
12
4%
-
-
2021-02-14 00:00:00
10
4%
-
-
2021-02-21 00:00:00
10
4%
-
-
2021-02-13 00:00:00
9
3%
-
-
2021-02-28 00:00:00
6
2%
-
-
2021-04-17 00:00:00
5
2%
-
-
2021-03-27 00:00:00
5
2%
-
-
2021-03-20 00:00:00
5
2%
-
-
2021-03-23 00:00:00
4
1%
-
-
2021-02-04 00:00:00
4
1%
-
-
2021-04-10 00:00:00
4
1%
-
-
2021-04-16 00:00:00
4
1%
-
-
2021-02-19 00:00:00
4
1%
-
-
2021-03-22 00:00:00
4
1%
-
-
2021-01-28 00:00:00
4
1%
-
-
2021-02-25 00:00:00
4
1%
-
-
2021-02-08 00:00:00
3
1%
-
-
2021-03-28 00:00:00
3
1%
-
-
2021-03-05 00:00:00
3
1%
-
-
2021-02-03 00:00:00
3
1%
-
-
2021-04-12 00:00:00
3
1%
-
-
2021-02-02 00:00:00
3
1%
-
-
2021-04-02 00:00:00
3
1%
-
-
2021-02-24 00:00:00
3
1%
-
-
2021-02-01 00:00:00
3
1%
-
-
2021-02-12 00:00:00
3
1%
-
-
2021-03-15 00:00:00
3
1%
-
-
2021-04-14 00:00:00
3
1%
-
-
2021-03-02 00:00:00
3
1%
-
-
2021-04-09 00:00:00
3
1%
-
-
2021-02-05 00:00:00
2
<1%
-
-
2021-03-24 00:00:00
2
<1%
-
-
2021-09-23 00:00:00
2
<1%
-
-
2021-05-21 00:00:00
2
<1%
-
-
2021-02-20 00:00:00
2
<1%
-
-
2021-03-29 00:00:00
2
<1%
-
-
2021-01-09 00:00:00
2
<1%
-
-
2021-04-22 00:00:00
2
<1%
-
-
2021-02-18 00:00:00
2
<1%
-
-
2021-03-06 00:00:00
2
<1%
-
-
2021-05-29 00:00:00
2
<1%
-
-
2021-04-11 00:00:00
2
<1%
-
-
2021-03-31 00:00:00
2
<1%
-
-
2021-05-07 00:00:00
2
<1%
-
-
2021-02-11 00:00:00
2
<1%
-
-
2021-05-19 00:00:00
2
<1%
-
-
2021-04-29 00:00:00
2
<1%
-
-
2021-02-10 00:00:00
2
<1%
-
-
2021-03-10 00:00:00
2
<1%
-
-
2021-04-05 00:00:00
2
<1%
-
-
2021-07-08 00:00:00
2
<1%
-
-
2021-02-22 00:00:00
2
<1%
-
-
2021-02-17 00:00:00
1
<1%
-
-
2021-09-11 00:00:00
1
<1%
-
-
2021-09-12 00:00:00
1
<1%
-
-
2021-03-17 00:00:00
1
<1%
-
-
2021-09-21 00:00:00
1
<1%
-
-
2021-03-25 00:00:00
1
<1%
-
-
2021-04-01 00:00:00
1
<1%
-
-
2021-03-11 00:00:00
65
24%
-
-
(Other)
c_vaccine_name_3
MISSING:
913
(92%)
TOP CATEGORIES

2.0
63
79%
3.0
17
21%
ALL
80
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_vaccine_name_3
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_vaccine_name_4
0.43
c_interferon_beta
0.35
c_number_doses
0.31
c_vaccine_name_2
0.20
c_vaccine_status
0.16

THESE FEATURES
GIVE INFORMATION
ON c_vaccine_name_3:

c_number_doses
0.87
c_vaccine_name_2
0.47
c_vaccine_name
0.42
c_vaccine_status
0.31
admission_date_month
0.24
discharge_date_month
0.24
death_date_month
0.12
c_solid_cancer_stage
0.05
c_haematological_cancer
0.03
c_comorbidity___11
0.03
c_total_comorbidities
0.03
c_performance_status
0.03
d_worst_outcome
0.02
c_vaccine_name_4
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_vaccine_name_3
CORRELATION RATIO WITH...

c_cancer_type
0.14
b_age
0.08
diastolibp
0.07
d_dimer
0.07
platelets
0.07
sodium
0.06
urea_us
0.06
crp
0.06
erythrocyte
0.06
albumin_us
0.05
creatinine_us
0.05
systolibp
0.04
respiratory_rate
0.04
b_coronet_score
0.04
c_date_of_vaccine_us_3
MISSING:
913
(92%)
5
6%
-
-
2021-09-01 00:00:00
3
4%
-
-
2021-09-22 00:00:00
3
4%
-
-
2021-09-10 00:00:00
3
4%
-
-
2021-10-30 00:00:00
3
4%
-
-
2021-08-28 00:00:00
3
4%
-
-
2021-09-30 00:00:00
2
2%
-
-
2021-10-22 00:00:00
2
2%
-
-
2021-09-18 00:00:00
2
2%
-
-
2021-10-08 00:00:00
2
2%
-
-
2021-10-02 00:00:00
2
2%
-
-
2021-10-11 00:00:00
2
2%
-
-
2021-10-09 00:00:00
2
2%
-
-
2021-08-15 00:00:00
2
2%
-
-
2021-08-21 00:00:00
2
2%
-
-
2021-09-29 00:00:00
2
2%
-
-
2021-09-11 00:00:00
1
1%
-
-
2021-10-01 00:00:00
1
1%
-
-
2021-10-28 00:00:00
1
1%
-
-
2021-04-07 00:00:00
1
1%
-
-
2021-08-19 00:00:00
1
1%
-
-
2021-12-11 00:00:00
1
1%
-
-
2021-11-24 00:00:00
1
1%
-
-
2021-12-09 00:00:00
1
1%
-
-
2021-12-12 00:00:00
1
1%
-
-
2021-11-15 00:00:00
1
1%
-
-
2022-01-10 00:00:00
1
1%
-
-
2021-08-20 00:00:00
1
1%
-
-
2021-11-26 00:00:00
1
1%
-
-
2021-10-13 00:00:00
1
1%
-
-
2021-10-27 00:00:00
1
1%
-
-
2022-01-07 00:00:00
1
1%
-
-
2021-11-12 00:00:00
1
1%
-
-
2021-08-17 00:00:00
1
1%
-
-
2021-09-17 00:00:00
1
1%
-
-
2021-10-05 00:00:00
1
1%
-
-
2021-11-20 00:00:00
1
1%
-
-
2021-12-23 00:00:00
1
1%
-
-
2021-11-05 00:00:00
1
1%
-
-
2021-09-14 00:00:00
1
1%
-
-
2021-07-28 00:00:00
1
1%
-
-
2021-08-27 00:00:00
1
1%
-
-
2021-11-10 00:00:00
1
1%
-
-
2021-09-06 00:00:00
1
1%
-
-
2021-09-08 00:00:00
1
1%
-
-
2021-09-20 00:00:00
1
1%
-
-
2021-12-01 00:00:00
1
1%
-
-
2021-08-25 00:00:00
1
1%
-
-
2021-10-04 00:00:00
1
1%
-
-
2021-12-06 00:00:00
1
1%
-
-
2021-04-01 00:00:00
1
1%
-
-
2021-10-07 00:00:00
1
1%
-
-
2021-08-30 00:00:00
1
1%
-
-
2021-05-05 00:00:00
1
1%
-
-
2021-10-23 00:00:00
1
1%
-
-
2021-08-18 00:00:00
1
1%
-
-
2021-09-16 00:00:00
c_vaccine_name_4
MISSING:
991
(>99%)
TOP CATEGORIES

2.0
1
50%
3.0
1
50%
ALL
2
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_vaccine_name_4
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_vaccine_name_3
0.02
c_number_doses
0.02
b_ethnicity_other
0.01
c_vaccine_name_2
0.01
c_conmeds___4
0.01

THESE FEATURES
GIVE INFORMATION
ON c_vaccine_name_4:

c_number_doses
0.91
c_vaccine_name_3
0.43
death_date_month
0.37
discharge_date_month
0.30
c_vaccine_name_2
0.27
c_vaccine_name
0.26
admission_date_month
0.26
b_ethnicity
0.22
b_ethnicity_other
0.21
c_total_comorbidities
0.20
c_antibiotic
0.16
d_worst_outcome
0.16
c_vaccine_status
0.15
c_conmeds___4
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_vaccine_name_4
CORRELATION RATIO WITH...

heart_rate
0.08
systolibp
0.06
erythrocyte
0.04
b_weight_metric_2
0.04
albumin_us
0.04
temperature_us
0.03
sodium
0.03
c_cancer_type
0.03
sat_oxygen
0.03
crp
0.03
sat_room_air
0.03
b_coronet_score
0.02
bilirubin_us
0.02
respiratory_rate
0.02
c_date_of_vaccine_us_4
MISSING:
991
(>99%)
1
50%
-
-
2021-11-20 00:00:00
1
50%
-
-
2021-05-28 00:00:00
c_covid_19_diagnosis
MISSING:
---
TOP CATEGORIES

2
993
100%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_covid_19_diagnosis
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.00
c_baricitinib
0.00
d_outcome___1
0.00
c_vaccine_name_4
0.00
c_covid_19_identification
0.00
d_outcome___4
0.00

THESE FEATURES
GIVE INFORMATION
ON c_covid_19_diagnosis:

a_pro_retro
1.00
a_form_units
1.00
b_ethnicity
1.00
b_ethnicity_other
1.00
b_sex
1.00
c_comorbidity___1
1.00
c_comorbidity___2
1.00
c_comorbidity___3
1.00
c_comorbidity___4
1.00
c_comorbidity___5
1.00
c_comorbidity___6
1.00
c_comorbidity___7
1.00
c_comorbidity___8
1.00
c_comorbidity___9
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_covid_19_diagnosis
CORRELATION RATIO WITH...

b_age
0.00
b_height_us
0.00
b_weight_metric_2
0.00
c_cancer_type
0.00
sat_room_air
0.00
sat_oxygen
0.00
respiratory_rate
0.00
heart_rate
0.00
systolibp
0.00
diastolibp
0.00
temperature_us
0.00
crp
0.00
lymphocyte
0.00
neutrophil
0.00
c_covid_19_identification
MISSING:
---
TOP CATEGORIES

2
958
96%
1
35
4%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_covid_19_identification
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___9
0.05
conciousness
0.02
death_date_month
0.02
d_worst_outcome
0.01
d_outcome___4
0.01

THESE FEATURES
GIVE INFORMATION
ON c_covid_19_identification:

death_date_month
0.25
discharge_date_month
0.14
admission_date_month
0.14
d_worst_outcome
0.13
outcome
0.06
d_outcome___2
0.04
d_outcome___9
0.04
conciousness
0.04
b_ethnicity
0.03
c_anticoagulation_prophyl
0.02
b_cxr_ct
0.02
c_total_comorbidities
0.02
d_outcome___7
0.02
c_solid_cancer_stage
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_covid_19_identification
CORRELATION RATIO WITH...

ldh_us
0.10
d_dimer
0.09
aspartate_aminotran_us
0.07
temperature_us
0.06
urea_us
0.05
b_coronet_score
0.05
bilirubin_us
0.05
alanine_transaminase_us
0.04
ferritin_us
0.04
albumin_us
0.04
neutrophil
0.04
sat_room_air
0.04
b_age
0.03
sat_oxygen
0.03
c_covid_19_omicron
MISSING:
---
TOP CATEGORIES

2
993
100%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_covid_19_omicron
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.00
c_baricitinib
0.00
d_outcome___1
0.00
c_vaccine_name_4
0.00
c_covid_19_identification
0.00
d_outcome___4
0.00

THESE FEATURES
GIVE INFORMATION
ON c_covid_19_omicron:

a_pro_retro
1.00
a_form_units
1.00
b_ethnicity
1.00
b_ethnicity_other
1.00
b_sex
1.00
c_comorbidity___1
1.00
c_comorbidity___2
1.00
c_comorbidity___3
1.00
c_comorbidity___4
1.00
c_comorbidity___5
1.00
c_comorbidity___6
1.00
c_comorbidity___7
1.00
c_comorbidity___8
1.00
c_comorbidity___9
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_covid_19_omicron
CORRELATION RATIO WITH...

b_age
0.00
b_height_us
0.00
b_weight_metric_2
0.00
c_cancer_type
0.00
sat_room_air
0.00
sat_oxygen
0.00
respiratory_rate
0.00
heart_rate
0.00
systolibp
0.00
diastolibp
0.00
temperature_us
0.00
crp
0.00
lymphocyte
0.00
neutrophil
0.00
c_performance_status
MISSING:
552
(56%)
TOP CATEGORIES

1.0
220
50%
2.0
99
22%
0.0
86
20%
3.0
33
7%
4.0
3
<1%
ALL
441
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_performance_status
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_cancer_last4___4
0.10
c_cancer_last4___2
0.06
c_other_cancer_treatment
0.06
c_vaccine_name_4
0.06
c_interferon_beta
0.06

THESE FEATURES
GIVE INFORMATION
ON c_performance_status:

death_date_month
0.07
admission_date_month
0.04
discharge_date_month
0.04
c_solid_cancer_stage
0.02
c_total_comorbidities
0.02
c_cancer_last4___1
0.02
c_cancer_treatment_intent
0.01
c_cancer_last4___2
0.01
c_number_doses
0.01
c_vaccine_name
0.01
b_ethnicity
0.01
c_vaccine_name_2
0.01
c_cancer_last4___4
0.01
d_worst_outcome
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_performance_status
CORRELATION RATIO WITH...

b_coronet_score
0.74
c_cancer_type
0.14
b_weight_metric_2
0.13
albumin_us
0.13
d_dimer
0.11
b_age
0.11
heart_rate
0.09
urea_us
0.08
ferritin_us
0.08
neutrophil
0.08
sat_room_air
0.08
platelets
0.08
crp
0.08
sat_oxygen
0.07
c_nosocomial
MISSING:
---
TOP CATEGORIES

0
977
98%
1
16
2%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_nosocomial
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_other_cancer_treatment
0.22
d_outcome___10
0.03
c_cancer_last4___1
0.01
c_tocilizumab
0.01
c_antibiotic
0.01

THESE FEATURES
GIVE INFORMATION
ON c_nosocomial:

admission_date_month
0.25
death_date_month
0.21
discharge_date_month
0.13
c_cancer_last4___1
0.09
outcome
0.08
c_other_cancer_treatment
0.07
c_antibiotic
0.06
d_outcome___2
0.06
d_outcome___10
0.06
c_haematological_cancer
0.06
c_solid_cancer_stage
0.05
c_tocilizumab
0.05
c_comorbidity___11
0.05
d_worst_outcome
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_nosocomial
CORRELATION RATIO WITH...

platelets
0.08
c_cancer_type
0.06
albumin_us
0.05
b_coronet_score
0.05
d_dimer
0.04
creatinine_us
0.04
b_height_us
0.03
lymphocyte
0.03
ldh_us
0.02
systolibp
0.02
diastolibp
0.02
sodium
0.02
aspartate_aminotran_us
0.02
crp
0.02
sat_room_air
MISSING:
281
(28%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

b_coronet_score
-0.32
b_age
-0.21
temperature_us
-0.15
crp
-0.14
il6
-0.12
heart_rate
-0.12
respiratory_rate
-0.11
b_weight_metric_2
-0.10
albumin_us
0.10
bilirubin_us
0.09
ldh_us
-0.07
systolibp
-0.07
sodium
0.07
b_height_us
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

d_worst_outcome
0.52
d_outcome___3
0.51
outcome
0.50
c_steroids
0.35
c_tocilizumab
0.30
death_date_month
0.30
c_remdesivir
0.28
d_outcome___2
0.26
d_outcome___7
0.26
b_cxr_ct
0.24
c_comorbidity___1
0.22
d_outcome___8
0.22
discharge_date_month
0.21
admission_date_month
0.19
MOST FREQUENT VALUES

98.0
136
19.1%
97.0
124
17.4%
96.0
102
14.3%
99.0
85
11.9%
100.0
78
11.0%
95.0
74
10.4%
94.0
68
9.6%
93.0
29
4.1%
92.0
9
1.3%
91.0
4
0.6%
90.0
1
0.1%
88.0
1
0.1%
89.0
1
0.1%
SMALLEST VALUES

88.0
1
0.1%
89.0
1
0.1%
90.0
1
0.1%
91.0
4
0.6%
92.0
9
1.3%
93.0
29
4.1%
94.0
68
9.6%
95.0
74
10.4%
96.0
102
14.3%
97.0
124
17.4%
98.0
136
19.1%
99.0
85
11.9%
100.0
78
11.0%
LARGEST VALUES

100.0
78
11.0%
99.0
85
11.9%
98.0
136
19.1%
97.0
124
17.4%
96.0
102
14.3%
95.0
74
10.4%
94.0
68
9.6%
93.0
29
4.1%
92.0
9
1.3%
91.0
4
0.6%
90.0
1
0.1%
89.0
1
0.1%
88.0
1
0.1%
sat_oxygen
MISSING:
713
(72%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

il6
-0.34
b_coronet_score
-0.33
respiratory_rate
-0.25
bilirubin_us
-0.17
procalcitonin
-0.16
crp
-0.11
b_weight_metric_2
-0.10
b_height_us
-0.07
temperature_us
-0.07
systolibp
-0.05
ldh_us
-0.04
ferritin_us
-0.04
albumin_us
0.03
aspartate_aminotran_us
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

d_worst_outcome
0.51
d_outcome___3
0.50
outcome
0.49
c_steroids
0.34
death_date_month
0.30
c_tocilizumab
0.30
c_remdesivir
0.28
d_outcome___2
0.25
d_outcome___7
0.25
b_cxr_ct
0.24
c_comorbidity___1
0.23
d_outcome___8
0.21
discharge_date_month
0.21
admission_date_month
0.19
MOST FREQUENT VALUES

96.0
43
15.4%
94.0
34
12.1%
93.0
32
11.4%
97.0
30
10.7%
95.0
29
10.4%
98.0
25
8.9%
100.0
25
8.9%
99.0
22
7.9%
91.0
13
4.6%
92.0
9
3.2%
90.0
6
2.1%
88.0
4
1.4%
89.0
3
1.1%
86.0
2
0.7%
81.0
1
0.4%
SMALLEST VALUES

81.0
1
0.4%
85.0
1
0.4%
86.0
2
0.7%
87.0
1
0.4%
88.0
4
1.4%
89.0
3
1.1%
90.0
6
2.1%
91.0
13
4.6%
92.0
9
3.2%
93.0
32
11.4%
94.0
34
12.1%
95.0
29
10.4%
96.0
43
15.4%
97.0
30
10.7%
98.0
25
8.9%
LARGEST VALUES

100.0
25
8.9%
99.0
22
7.9%
98.0
25
8.9%
97.0
30
10.7%
96.0
43
15.4%
95.0
29
10.4%
94.0
34
12.1%
93.0
32
11.4%
92.0
9
3.2%
91.0
13
4.6%
90.0
6
2.1%
89.0
3
1.1%
88.0
4
1.4%
87.0
1
0.4%
86.0
2
0.7%
respiratory_rate
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

b_coronet_score
0.39
sat_oxygen
-0.25
heart_rate
0.20
crp
0.16
il6
0.14
ldh_us
0.13
erythrocyte
0.11
sat_room_air
-0.11
lymphocyte
0.10
d_dimer
0.09
albumin_us
-0.09
b_age
0.09
temperature_us
0.08
procalcitonin
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

d_worst_outcome
0.29
death_date_month
0.26
outcome
0.23
c_tocilizumab
0.22
d_outcome___3
0.21
admission_date_month
0.20
d_outcome___7
0.20
discharge_date_month
0.19
c_steroids
0.16
d_outcome___10
0.15
d_outcome___2
0.14
d_outcome___8
0.14
b_ethnicity
0.14
c_comorbidity___13
0.12
MOST FREQUENT VALUES

18
394
39.7%
20
207
20.8%
16
86
8.7%
19
69
6.9%
17
68
6.8%
22
38
3.8%
15
15
1.5%
24
15
1.5%
21
14
1.4%
14
11
1.1%
23
10
1.0%
26
10
1.0%
25
8
0.8%
12
6
0.6%
28
5
0.5%
SMALLEST VALUES

11
2
0.2%
12
6
0.6%
13
2
0.2%
14
11
1.1%
15
15
1.5%
16
86
8.7%
17
68
6.8%
18
394
39.7%
19
69
6.9%
20
207
20.8%
21
14
1.4%
22
38
3.8%
23
10
1.0%
24
15
1.5%
25
8
0.8%
LARGEST VALUES

56
1
0.1%
52
1
0.1%
43
1
0.1%
40
4
0.4%
38
2
0.2%
37
1
0.1%
36
2
0.2%
35
2
0.2%
34
2
0.2%
33
3
0.3%
32
3
0.3%
30
3
0.3%
29
4
0.4%
28
5
0.5%
27
4
0.4%
heart_rate
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

b_coronet_score
0.27
temperature_us
0.25
respiratory_rate
0.20
crp
0.19
b_age
-0.17
diastolibp
0.16
erythrocyte
0.14
sat_room_air
-0.12
sodium
-0.11
il6
0.11
d_dimer
0.10
neutrophil
0.10
albumin_us
-0.09
procalcitonin
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

death_date_month
0.21
admission_date_month
0.17
discharge_date_month
0.12
d_outcome___10
0.10
d_outcome___3
0.10
d_worst_outcome
0.09
c_antibiotic
0.09
c_performance_status
0.09
conciousness
0.09
c_solid_cancer_stage
0.09
c_cancer_last4___1
0.08
c_vaccine_name_4
0.08
d_outcome___4
0.08
c_remdesivir
0.07
MOST FREQUENT VALUES

82
33
3.3%
96
32
3.2%
90
29
2.9%
100
28
2.8%
75
28
2.8%
80
28
2.8%
86
27
2.7%
81
27
2.7%
95
27
2.7%
77
25
2.5%
88
25
2.5%
78
24
2.4%
85
23
2.3%
84
22
2.2%
93
22
2.2%
SMALLEST VALUES

46
1
0.1%
50
2
0.2%
51
1
0.1%
53
1
0.1%
54
2
0.2%
55
3
0.3%
56
1
0.1%
57
4
0.4%
58
1
0.1%
59
3
0.3%
60
10
1.0%
61
10
1.0%
62
6
0.6%
63
6
0.6%
64
12
1.2%
LARGEST VALUES

175
1
0.1%
147
1
0.1%
146
1
0.1%
144
1
0.1%
135
1
0.1%
134
1
0.1%
133
2
0.2%
131
1
0.1%
130
5
0.5%
129
1
0.1%
127
7
0.7%
126
3
0.3%
125
1
0.1%
123
2
0.2%
122
1
0.1%
systolibp
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

diastolibp
0.59
b_age
0.27
b_weight_metric_2
0.10
aspartate_aminotran_us
-0.08
albumin_us
0.08
d_dimer
-0.07
creatinine_us
0.07
erythrocyte
-0.07
sat_room_air
-0.07
lymphocyte
0.07
alanine_transaminase_us
-0.06
crp
-0.06
heart_rate
-0.05
sat_oxygen
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

c_comorbidity___2
0.26
death_date_month
0.24
c_total_comorbidities
0.20
admission_date_month
0.18
c_conmeds___3
0.17
discharge_date_month
0.17
c_conmeds___6
0.17
c_comorbidity___3
0.16
c_comorbidity___4
0.14
c_aspirin
0.13
c_conmeds___7
0.12
outcome
0.11
c_anticoagulation_prophyl
0.11
c_comorbidity___5
0.10
MOST FREQUENT VALUES

120
25
2.5%
131
25
2.5%
134
25
2.5%
129
24
2.4%
126
24
2.4%
122
22
2.2%
138
22
2.2%
115
22
2.2%
119
21
2.1%
142
21
2.1%
111
21
2.1%
109
19
1.9%
137
19
1.9%
118
19
1.9%
133
19
1.9%
SMALLEST VALUES

73
1
0.1%
80
1
0.1%
84
2
0.2%
86
2
0.2%
90
5
0.5%
91
3
0.3%
92
3
0.3%
93
3
0.3%
94
2
0.2%
95
1
0.1%
96
5
0.5%
97
7
0.7%
98
8
0.8%
99
3
0.3%
100
7
0.7%
LARGEST VALUES

201
1
0.1%
199
1
0.1%
195
2
0.2%
194
1
0.1%
189
1
0.1%
187
1
0.1%
186
1
0.1%
185
3
0.3%
182
1
0.1%
181
2
0.2%
180
1
0.1%
179
2
0.2%
178
3
0.3%
177
2
0.2%
176
2
0.2%
diastolibp
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

systolibp
0.59
heart_rate
0.16
erythrocyte
-0.15
b_height_us
0.10
b_weight_metric_2
0.10
albumin_us
0.10
b_age
-0.09
crp
-0.09
urea_us
-0.07
c_cancer_type
-0.07
procalcitonin
-0.06
il6
-0.05
temperature_us
-0.05
platelets
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

death_date_month
0.22
admission_date_month
0.18
discharge_date_month
0.17
b_sex
0.15
c_solid_cancer_stage
0.11
c_antibiotic
0.11
c_haematological_cancer
0.10
c_comorbidity___2
0.09
c_remdesivir
0.08
d_worst_outcome
0.08
c_total_comorbidities
0.08
c_vaccine_name
0.07
c_conmeds___5
0.07
c_vaccine_name_2
0.07
MOST FREQUENT VALUES

70
47
4.7%
75
45
4.5%
67
43
4.3%
63
39
3.9%
60
39
3.9%
76
36
3.6%
65
36
3.6%
68
33
3.3%
77
32
3.2%
72
31
3.1%
74
30
3.0%
69
28
2.8%
56
27
2.7%
82
27
2.7%
61
27
2.7%
SMALLEST VALUES

45
1
0.1%
46
1
0.1%
48
2
0.2%
49
3
0.3%
50
5
0.5%
51
2
0.2%
52
6
0.6%
53
6
0.6%
54
13
1.3%
55
15
1.5%
56
27
2.7%
57
16
1.6%
58
22
2.2%
59
25
2.5%
60
39
3.9%
LARGEST VALUES

109
2
0.2%
108
1
0.1%
104
3
0.3%
103
2
0.2%
101
2
0.2%
100
7
0.7%
98
3
0.3%
97
3
0.3%
95
2
0.2%
94
6
0.6%
93
10
1.0%
92
7
0.7%
91
7
0.7%
90
10
1.0%
89
9
0.9%
conciousness
MISSING:
12
(1%)
TOP CATEGORIES

1.0
938
96%
2.0
26
3%
4.0
15
2%
3.0
2
<1%
ALL
981
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
conciousness
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___10
0.10
d_outcome___9
0.09
d_outcome___8
0.09
c_comorbidity___10
0.08
d_outcome___7
0.06

THESE FEATURES
GIVE INFORMATION
ON conciousness:

death_date_month
0.26
discharge_date_month
0.17
admission_date_month
0.16
d_worst_outcome
0.13
d_outcome___8
0.07
d_outcome___10
0.06
d_outcome___7
0.06
d_outcome___9
0.04
c_total_comorbidities
0.04
outcome
0.04
c_performance_status
0.04
c_solid_cancer_stage
0.03
b_ethnicity
0.03
c_number_doses
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
conciousness
CORRELATION RATIO WITH...

il6
0.71
procalcitonin
0.32
ldh_us
0.22
aspartate_aminotran_us
0.21
alanine_transaminase_us
0.18
neutrophil
0.15
sat_room_air
0.15
sat_oxygen
0.15
b_height_us
0.15
ferritin_us
0.14
albumin_us
0.13
urea_us
0.13
respiratory_rate
0.12
d_dimer
0.11
temperature_us
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

heart_rate
0.25
crp
0.18
b_weight_metric_2
0.16
sat_room_air
-0.15
il6
0.14
alanine_transaminase_us
-0.13
aspartate_aminotran_us
-0.12
c_cancer_type
0.12
albumin_us
0.12
platelets
-0.11
urea_us
-0.10
erythrocyte
0.10
neutrophil
-0.09
ldh_us
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

d_worst_outcome
0.25
death_date_month
0.25
outcome
0.24
d_outcome___2
0.24
c_remdesivir
0.20
discharge_date_month
0.19
admission_date_month
0.18
b_cxr_ct
0.16
c_solid_cancer_stage
0.15
c_haematological_cancer
0.13
c_antibiotic
0.12
c_tocilizumab
0.12
b_ethnicity
0.11
c_cancer_treatment_intent
0.10
MOST FREQUENT VALUES

98.1
70
7.0%
98.4
67
6.7%
98.2
67
6.7%
98.6
61
6.1%
97.9
51
5.1%
99.0
50
5.0%
98.8
50
5.0%
97.7
47
4.7%
97.5
34
3.4%
99.1
28
2.8%
99.5
25
2.5%
97.3
25
2.5%
99.7
21
2.1%
99.3
21
2.1%
99.9
20
2.0%
SMALLEST VALUES

93.7
1
0.1%
94.1
1
0.1%
94.3
1
0.1%
94.5
1
0.1%
95.0
1
0.1%
95.2
1
0.1%
95.4
1
0.1%
95.5
3
0.3%
95.7
2
0.2%
95.8
1
0.1%
95.9
3
0.3%
96.1
1
0.1%
96.3
8
0.8%
96.4
9
0.9%
96.6
7
0.7%
LARGEST VALUES

103.6
1
0.1%
103.5
3
0.3%
103.3
1
0.1%
103.2
1
0.1%
103.1
7
0.7%
102.9
2
0.2%
102.8
1
0.1%
102.7
1
0.1%
102.6
4
0.4%
102.5
1
0.1%
102.4
1
0.1%
102.2
2
0.2%
102.0
4
0.4%
101.9
1
0.1%
101.8
9
0.9%
crp
MISSING:
88
(9%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

b_coronet_score
0.55
erythrocyte
0.44
albumin_us
-0.35
neutrophil
0.22
d_dimer
0.21
sodium
-0.20
ldh_us
0.19
heart_rate
0.19
temperature_us
0.18
procalcitonin
0.17
respiratory_rate
0.16
ferritin_us
0.15
sat_room_air
-0.14
b_age
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

d_worst_outcome
0.28
d_outcome___3
0.28
death_date_month
0.27
outcome
0.26
c_remdesivir
0.19
c_tocilizumab
0.19
c_antibiotic
0.19
b_cxr_ct
0.18
c_steroids
0.17
d_outcome___7
0.17
discharge_date_month
0.15
d_outcome___2
0.14
d_outcome___8
0.13
admission_date_month
0.12
MOST FREQUENT VALUES

17.5
2
0.2%
2.69
2
0.2%
86.27
2
0.2%
33.56
2
0.2%
38.37
2
0.2%
0.27
2
0.2%
90.08
2
0.2%
2.24
2
0.2%
45.48
2
0.2%
13.82
2
0.2%
6.66
2
0.2%
57.88
2
0.2%
8.1
2
0.2%
0.63
2
0.2%
78.01
2
0.2%
SMALLEST VALUES

0.27
2
0.2%
0.37
2
0.2%
0.47
1
0.1%
0.48
1
0.1%
0.49
1
0.1%
0.53
1
0.1%
0.57
1
0.1%
0.63
2
0.2%
0.65
1
0.1%
0.68
1
0.1%
0.69
1
0.1%
0.7
1
0.1%
0.72
1
0.1%
0.73
1
0.1%
0.8
1
0.1%
LARGEST VALUES

284.23
1
0.1%
279.49
1
0.1%
278.88
1
0.1%
278.04
1
0.1%
275.15
1
0.1%
274.49
1
0.1%
271.29
1
0.1%
271.18
1
0.1%
270.38
1
0.1%
267.04
1
0.1%
266.03
1
0.1%
264.59
1
0.1%
263.8
1
0.1%
263.13
1
0.1%
262.26
1
0.1%
lymphocyte
MISSING:
28
(3%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

respiratory_rate
0.10
b_coronet_score
-0.10
c_cancer_type
0.09
erythrocyte
-0.08
systolibp
0.07
b_height_us
0.06
b_weight_metric_2
0.05
albumin_us
0.04
platelets
0.03
temperature_us
-0.03
b_age
0.03
ferritin_us
-0.03
crp
-0.02
aspartate_aminotran_us
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

outcome
0.19
discharge_date_month
0.18
admission_date_month
0.17
b_ethnicity
0.15
death_date_month
0.11
c_solid_cancer_stage
0.10
c_haematological_cancer
0.10
c_cancer_last4___1
0.08
c_performance_status
0.07
c_conmeds___1
0.07
c_smoking_status
0.06
c_antibiotic
0.06
c_cancer_treatment_intent
0.06
c_total_comorbidities
0.05
MOST FREQUENT VALUES

0.46
17
1.8%
0.58
15
1.6%
0.28
14
1.5%
0.31
12
1.2%
0.3
12
1.2%
0.35
12
1.2%
0.11
12
1.2%
0.56
11
1.1%
0.48
11
1.1%
0.41
11
1.1%
0.44
11
1.1%
0.34
11
1.1%
0.22
10
1.0%
0.72
10
1.0%
0.9
10
1.0%
SMALLEST VALUES

0.0
1
0.1%
0.01
2
0.2%
0.03
3
0.3%
0.04
2
0.2%
0.05
1
0.1%
0.06
5
0.5%
0.07
3
0.3%
0.09
4
0.4%
0.1
2
0.2%
0.11
12
1.2%
0.12
3
0.3%
0.14
7
0.7%
0.15
9
0.9%
0.16
2
0.2%
0.17
8
0.8%
LARGEST VALUES

87.69
1
0.1%
54.69
1
0.1%
47.75
1
0.1%
45.96
1
0.1%
42.05
1
0.1%
24.73
1
0.1%
22.97
1
0.1%
19.44
1
0.1%
17.89
1
0.1%
17.51
1
0.1%
15.3
1
0.1%
15.2
1
0.1%
14.23
1
0.1%
12.05
1
0.1%
6.65
1
0.1%
neutrophil
MISSING:
27
(3%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

platelets
0.23
crp
0.22
procalcitonin
0.21
albumin_us
-0.18
b_coronet_score
0.17
urea_us
0.15
c_cancer_type
-0.14
heart_rate
0.10
temperature_us
-0.09
ldh_us
0.08
sodium
-0.07
d_dimer
0.07
systolibp
-0.04
creatinine_us
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

death_date_month
0.24
c_solid_cancer_stage
0.21
admission_date_month
0.20
c_haematological_cancer
0.19
discharge_date_month
0.17
conciousness
0.15
d_worst_outcome
0.12
c_comorbidity___11
0.11
c_cancer_last4___3
0.10
c_smoking_status
0.10
c_anticoagulation_treat
0.10
c_total_comorbidities
0.10
d_outcome___7
0.09
d_outcome___8
0.09
MOST FREQUENT VALUES

2.21
6
0.6%
2.25
6
0.6%
1.12
5
0.5%
1.34
5
0.5%
1.81
5
0.5%
3.94
5
0.5%
2.58
5
0.5%
1.59
5
0.5%
0.86
5
0.5%
0.46
4
0.4%
3.22
4
0.4%
1.58
4
0.4%
1.6
4
0.4%
3.38
4
0.4%
3.17
4
0.4%
SMALLEST VALUES

0.0
2
0.2%
0.02
1
0.1%
0.04
2
0.2%
0.05
1
0.1%
0.06
1
0.1%
0.07
1
0.1%
0.08
1
0.1%
0.1
2
0.2%
0.14
1
0.1%
0.15
1
0.1%
0.16
2
0.2%
0.19
1
0.1%
0.2
1
0.1%
0.22
1
0.1%
0.23
2
0.2%
LARGEST VALUES

173.22
1
0.1%
54.92
1
0.1%
35.18
1
0.1%
35.11
1
0.1%
32.76
1
0.1%
30.91
1
0.1%
27.52
1
0.1%
24.78
1
0.1%
24.4
1
0.1%
23.66
1
0.1%
22.56
1
0.1%
22.51
1
0.1%
22.05
1
0.1%
19.68
1
0.1%
19.29
1
0.1%
platelets
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

c_cancer_type
-0.25
neutrophil
0.23
ferritin_us
-0.19
b_coronet_score
-0.18
temperature_us
-0.11
b_weight_metric_2
-0.11
b_height_us
-0.10
b_age
-0.08
d_dimer
0.07
erythrocyte
0.07
bilirubin_us
-0.06
creatinine_us
-0.06
crp
0.05
heart_rate
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

c_haematological_cancer
0.32
c_solid_cancer_stage
0.32
c_comorbidity___11
0.27
c_total_comorbidities
0.21
c_remdesivir
0.20
death_date_month
0.19
outcome
0.19
d_worst_outcome
0.18
admission_date_month
0.17
b_cxr_ct
0.16
c_anticoagulation_prophyl
0.16
discharge_date_month
0.16
d_outcome___2
0.16
c_comorbidity___7
0.15
MOST FREQUENT VALUES

221.0
9
0.9%
124.0
9
0.9%
150.0
9
0.9%
136.0
8
0.8%
153.0
8
0.8%
166.0
8
0.8%
184.0
8
0.8%
22.0
8
0.8%
152.0
7
0.7%
128.0
7
0.7%
194.0
7
0.7%
116.0
7
0.7%
157.0
7
0.7%
120.0
7
0.7%
17.0
7
0.7%
SMALLEST VALUES

1.0
1
0.1%
3.0
1
0.1%
4.0
3
0.3%
5.0
3
0.3%
6.0
2
0.2%
7.0
3
0.3%
9.0
1
0.1%
10.0
6
0.6%
11.0
2
0.2%
12.0
1
0.1%
13.0
2
0.2%
14.0
2
0.2%
15.0
5
0.5%
16.0
2
0.2%
17.0
7
0.7%
LARGEST VALUES

845.0
1
0.1%
724.0
1
0.1%
721.0
1
0.1%
687.0
1
0.1%
636.0
1
0.1%
627.0
1
0.1%
621.0
1
0.1%
613.0
1
0.1%
606.0
1
0.1%
599.0
1
0.1%
595.0
1
0.1%
572.0
1
0.1%
568.0
1
0.1%
551.0
1
0.1%
541.0
1
0.1%
d_dimer
MISSING:
119
(12%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ldh_us
0.29
albumin_us
-0.28
b_coronet_score
0.21
crp
0.21
aspartate_aminotran_us
0.20
bilirubin_us
0.13
erythrocyte
0.13
alanine_transaminase_us
0.12
sodium
-0.12
c_cancer_type
-0.12
procalcitonin
0.10
heart_rate
0.10
respiratory_rate
0.09
urea_us
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

death_date_month
0.26
c_solid_cancer_stage
0.21
c_haematological_cancer
0.18
d_outcome___4
0.16
discharge_date_month
0.16
d_outcome___10
0.15
d_worst_outcome
0.14
c_comorbidity___11
0.14
admission_date_month
0.14
c_total_comorbidities
0.12
c_cancer_treatment_intent
0.12
conciousness
0.11
c_performance_status
0.11
b_ethnicity
0.11
MOST FREQUENT VALUES

0.76
11
1.3%
0.28
10
1.1%
0.8
10
1.1%
0.41
10
1.1%
0.85
9
1.0%
0.39
9
1.0%
0.32
9
1.0%
0.47
9
1.0%
0.43
9
1.0%
0.58
8
0.9%
0.65
8
0.9%
0.83
8
0.9%
0.36
7
0.8%
1.2
7
0.8%
0.46
7
0.8%
SMALLEST VALUES

0.27
3
0.3%
0.28
10
1.1%
0.29
4
0.5%
0.3
6
0.7%
0.31
4
0.5%
0.32
9
1.0%
0.33
3
0.3%
0.34
5
0.6%
0.35
3
0.3%
0.36
7
0.8%
0.37
6
0.7%
0.38
2
0.2%
0.39
9
1.0%
0.4
7
0.8%
0.41
10
1.1%
LARGEST VALUES

19.92
1
0.1%
19.34
1
0.1%
18.67
1
0.1%
18.55
1
0.1%
17.68
1
0.1%
16.94
1
0.1%
16.64
1
0.1%
14.64
1
0.1%
14.55
1
0.1%
14.42
1
0.1%
13.7
1
0.1%
13.17
1
0.1%
12.82
1
0.1%
12.77
1
0.1%
12.75
1
0.1%
ferritin_us
MISSING:
74
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

aspartate_aminotran_us
0.56
ldh_us
0.42
alanine_transaminase_us
0.42
platelets
-0.19
b_coronet_score
0.16
crp
0.15
urea_us
0.15
c_cancer_type
0.14
creatinine_us
0.14
albumin_us
-0.12
erythrocyte
0.11
procalcitonin
0.11
d_dimer
0.08
bilirubin_us
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

death_date_month
0.30
d_worst_outcome
0.25
discharge_date_month
0.22
admission_date_month
0.21
c_tocilizumab
0.19
d_outcome___10
0.18
c_haematological_cancer
0.17
c_solid_cancer_stage
0.17
c_steroids
0.17
c_conmeds___5
0.16
c_comorbidity___11
0.15
conciousness
0.14
c_anticoagulation_prophyl
0.13
d_outcome___8
0.13
MOST FREQUENT VALUES

122.0
4
0.4%
78.0
4
0.4%
251.0
4
0.4%
116.0
4
0.4%
231.0
4
0.4%
208.0
4
0.4%
147.0
3
0.3%
536.0
3
0.3%
101.0
3
0.3%
55.0
3
0.3%
417.0
3
0.3%
241.0
3
0.3%
76.0
3
0.3%
823.0
3
0.3%
69.0
3
0.3%
SMALLEST VALUES

12.0
2
0.2%
14.0
1
0.1%
16.0
1
0.1%
17.0
1
0.1%
18.0
1
0.1%
19.0
1
0.1%
26.0
1
0.1%
27.0
1
0.1%
28.0
1
0.1%
29.0
2
0.2%
31.0
1
0.1%
32.0
1
0.1%
33.0
2
0.2%
34.0
2
0.2%
35.0
1
0.1%
LARGEST VALUES

96571.0
1
0.1%
64909.0
1
0.1%
33314.0
1
0.1%
24891.0
1
0.1%
16198.0
1
0.1%
15937.0
1
0.1%
15047.0
1
0.1%
14211.0
1
0.1%
14146.0
1
0.1%
13891.0
1
0.1%
12781.0
1
0.1%
12618.0
1
0.1%
12349.0
1
0.1%
12121.0
1
0.1%
11835.0
1
0.1%
il6
MISSING:
547
(55%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

procalcitonin
0.60
sat_oxygen
-0.34
b_coronet_score
0.23
temperature_us
0.14
respiratory_rate
0.14
sodium
0.13
sat_room_air
-0.12
heart_rate
0.11
albumin_us
-0.10
b_weight_metric_2
-0.08
urea_us
0.08
crp
0.07
bilirubin_us
0.06
d_dimer
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

conciousness
0.71
death_date_month
0.23
d_outcome___10
0.17
d_outcome___7
0.13
d_worst_outcome
0.12
discharge_date_month
0.11
admission_date_month
0.10
b_ethnicity
0.08
c_total_comorbidities
0.08
c_anticoagulation_treat
0.05
c_cancer_treatment_intent
0.05
outcome
0.04
c_solid_cancer_stage
0.04
c_anticoagulation_prophyl
0.04
MOST FREQUENT VALUES

6.0
23
5.2%
4.0
20
4.5%
15.0
18
4.0%
11.0
18
4.0%
5.0
17
3.8%
12.0
16
3.6%
14.0
16
3.6%
13.0
15
3.4%
7.0
14
3.1%
20.0
13
2.9%
8.0
11
2.5%
16.0
11
2.5%
10.0
10
2.2%
48.0
8
1.8%
9.0
8
1.8%
SMALLEST VALUES

3.0
3
0.7%
4.0
20
4.5%
5.0
17
3.8%
6.0
23
5.2%
7.0
14
3.1%
8.0
11
2.5%
9.0
8
1.8%
10.0
10
2.2%
11.0
18
4.0%
12.0
16
3.6%
13.0
15
3.4%
14.0
16
3.6%
15.0
18
4.0%
16.0
11
2.5%
17.0
6
1.3%
LARGEST VALUES

37030.0
1
0.2%
719.0
1
0.2%
379.0
1
0.2%
333.0
1
0.2%
331.0
1
0.2%
283.0
1
0.2%
281.0
1
0.2%
280.0
1
0.2%
266.0
1
0.2%
262.0
1
0.2%
220.0
1
0.2%
216.0
1
0.2%
201.0
1
0.2%
194.0
1
0.2%
190.0
1
0.2%
erythrocyte
MISSING:
133
(13%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

crp
0.44
b_coronet_score
0.29
albumin_us
-0.27
diastolibp
-0.15
heart_rate
0.14
d_dimer
0.13
creatinine_us
0.12
ferritin_us
0.11
procalcitonin
0.11
respiratory_rate
0.11
urea_us
0.11
temperature_us
0.10
lymphocyte
-0.08
platelets
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

admission_date_month
0.23
death_date_month
0.23
discharge_date_month
0.22
c_hydroxychloroquine
0.18
c_remdesivir
0.17
b_ethnicity
0.14
c_steroids
0.13
c_total_comorbidities
0.13
d_worst_outcome
0.12
c_comorbidity___5
0.12
d_outcome___3
0.10
c_comorbidity___2
0.09
d_outcome___5
0.09
b_cxr_ct
0.08
MOST FREQUENT VALUES

16.0
17
2.0%
9.0
16
1.9%
13.0
14
1.6%
10.0
14
1.6%
14.0
14
1.6%
18.0
14
1.6%
17.0
13
1.5%
35.0
13
1.5%
36.0
12
1.4%
38.0
12
1.4%
47.0
12
1.4%
80.0
12
1.4%
75.0
12
1.4%
25.0
11
1.3%
30.0
11
1.3%
SMALLEST VALUES

2.0
1
0.1%
3.0
2
0.2%
4.0
1
0.1%
5.0
3
0.3%
6.0
11
1.3%
7.0
8
0.9%
8.0
11
1.3%
9.0
16
1.9%
10.0
14
1.6%
11.0
11
1.3%
12.0
9
1.0%
13.0
14
1.6%
14.0
14
1.6%
15.0
8
0.9%
16.0
17
2.0%
LARGEST VALUES

144.0
1
0.1%
143.0
1
0.1%
141.0
3
0.3%
140.0
1
0.1%
138.0
3
0.3%
136.0
1
0.1%
135.0
2
0.2%
134.0
1
0.1%
133.0
2
0.2%
130.0
2
0.2%
129.0
2
0.2%
128.0
3
0.3%
126.0
1
0.1%
125.0
2
0.2%
124.0
5
0.6%
procalcitonin
MISSING:
103
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

il6
0.60
neutrophil
0.21
urea_us
0.21
crp
0.17
albumin_us
-0.16
sat_oxygen
-0.16
b_coronet_score
0.16
creatinine_us
0.15
ldh_us
0.13
erythrocyte
0.11
ferritin_us
0.11
d_dimer
0.10
aspartate_aminotran_us
0.09
respiratory_rate
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

conciousness
0.32
death_date_month
0.19
d_worst_outcome
0.16
discharge_date_month
0.14
admission_date_month
0.13
d_outcome___10
0.11
d_outcome___7
0.11
c_interferon_beta
0.10
b_ethnicity
0.10
d_outcome___5
0.10
c_anticoagulation_prophyl
0.07
c_steroids
0.07
c_total_comorbidities
0.07
c_smoking_status
0.07
MOST FREQUENT VALUES

0.09
63
7.1%
0.06
61
6.9%
0.07
45
5.1%
0.08
43
4.8%
0.12
37
4.2%
0.05
37
4.2%
0.1
36
4.0%
0.14
35
3.9%
0.11
33
3.7%
0.15
33
3.7%
0.17
26
2.9%
0.04
25
2.8%
0.13
23
2.6%
0.18
21
2.4%
0.16
20
2.2%
SMALLEST VALUES

0.04
25
2.8%
0.05
37
4.2%
0.06
61
6.9%
0.07
45
5.1%
0.08
43
4.8%
0.09
63
7.1%
0.1
36
4.0%
0.11
33
3.7%
0.12
37
4.2%
0.13
23
2.6%
0.14
35
3.9%
0.15
33
3.7%
0.16
20
2.2%
0.17
26
2.9%
0.18
21
2.4%
LARGEST VALUES

108.68
1
0.1%
66.72
1
0.1%
46.04
1
0.1%
43.36
1
0.1%
36.39
1
0.1%
34.25
1
0.1%
33.48
1
0.1%
26.81
1
0.1%
26.48
1
0.1%
25.47
1
0.1%
24.88
1
0.1%
24.62
1
0.1%
20.53
1
0.1%
17.84
1
0.1%
17.74
1
0.1%
ldh_us
MISSING:
66
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

aspartate_aminotran_us
0.66
alanine_transaminase_us
0.48
ferritin_us
0.42
d_dimer
0.29
b_coronet_score
0.22
crp
0.19
albumin_us
-0.19
urea_us
0.18
procalcitonin
0.13
creatinine_us
0.13
respiratory_rate
0.13
bilirubin_us
0.11
temperature_us
-0.08
neutrophil
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

d_worst_outcome
0.33
death_date_month
0.33
conciousness
0.22
d_outcome___10
0.21
c_tocilizumab
0.14
d_outcome___9
0.14
admission_date_month
0.14
d_outcome___7
0.14
outcome
0.13
discharge_date_month
0.13
c_steroids
0.12
d_outcome___3
0.12
c_covid_19_identification
0.10
c_smoking_status
0.10
MOST FREQUENT VALUES

209.0
9
1.0%
244.0
9
1.0%
195.0
9
1.0%
196.0
8
0.9%
177.0
8
0.9%
201.0
8
0.9%
187.0
7
0.8%
197.0
7
0.8%
191.0
7
0.8%
208.0
7
0.8%
203.0
7
0.8%
164.0
7
0.8%
215.0
7
0.8%
277.0
7
0.8%
270.0
6
0.6%
SMALLEST VALUES

40.0
1
0.1%
84.0
1
0.1%
90.0
1
0.1%
93.0
1
0.1%
99.0
1
0.1%
106.0
2
0.2%
114.0
1
0.1%
115.0
2
0.2%
117.0
1
0.1%
118.0
2
0.2%
122.0
1
0.1%
123.0
1
0.1%
125.0
1
0.1%
126.0
3
0.3%
127.0
2
0.2%
LARGEST VALUES

7767.0
1
0.1%
4457.0
1
0.1%
4119.0
1
0.1%
2774.0
1
0.1%
2739.0
1
0.1%
2300.0
1
0.1%
2164.0
1
0.1%
2116.0
1
0.1%
2095.0
1
0.1%
2050.0
1
0.1%
1933.0
1
0.1%
1801.0
1
0.1%
1521.0
1
0.1%
1428.0
1
0.1%
1419.0
1
0.1%
albumin_us
MISSING:
12
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

b_coronet_score
-0.52
crp
-0.35
d_dimer
-0.28
erythrocyte
-0.27
b_age
-0.23
ldh_us
-0.19
neutrophil
-0.18
urea_us
-0.18
procalcitonin
-0.16
bilirubin_us
-0.15
sodium
0.13
ferritin_us
-0.12
temperature_us
0.12
aspartate_aminotran_us
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

death_date_month
0.33
d_worst_outcome
0.19
discharge_date_month
0.19
admission_date_month
0.18
c_solid_cancer_stage
0.16
d_outcome___1
0.16
d_outcome___3
0.16
c_anticoagulation_treat
0.15
c_haematological_cancer
0.14
c_smoking_status
0.14
c_cancer_treatment_intent
0.13
d_outcome___10
0.13
conciousness
0.13
c_performance_status
0.13
MOST FREQUENT VALUES

3.7
90
9.2%
3.3
73
7.4%
3.8
69
7.0%
3.5
68
6.9%
3.6
65
6.6%
3.9
63
6.4%
3.4
54
5.5%
3.2
49
5.0%
4.1
45
4.6%
3.1
44
4.5%
4.0
43
4.4%
4.2
38
3.9%
3.0
36
3.7%
2.9
27
2.8%
2.8
27
2.8%
SMALLEST VALUES

1.5
1
0.1%
1.7
1
0.1%
1.8
3
0.3%
1.9
5
0.5%
2.0
5
0.5%
2.1
2
0.2%
2.2
8
0.8%
2.3
8
0.8%
2.4
15
1.5%
2.5
19
1.9%
2.6
18
1.8%
2.7
25
2.5%
2.8
27
2.8%
2.9
27
2.8%
3.0
36
3.7%
LARGEST VALUES

5.3
1
0.1%
5.2
1
0.1%
5.1
1
0.1%
4.8
3
0.3%
4.7
5
0.5%
4.6
11
1.1%
4.5
24
2.4%
4.4
14
1.4%
4.3
20
2.0%
4.2
38
3.9%
4.1
45
4.6%
4.0
43
4.4%
3.9
63
6.4%
3.8
69
7.0%
3.7
90
9.2%
urea_us
MISSING:
8
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

creatinine_us
0.70
b_age
0.24
procalcitonin
0.21
b_coronet_score
0.19
ldh_us
0.18
albumin_us
-0.18
aspartate_aminotran_us
0.16
neutrophil
0.15
ferritin_us
0.15
alanine_transaminase_us
0.13
erythrocyte
0.11
crp
0.11
temperature_us
-0.10
d_dimer
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

c_comorbidity___5
0.33
c_anticoagulation_treat
0.30
death_date_month
0.26
c_total_comorbidities
0.22
c_anticoagulation_prophyl
0.20
d_outcome___5
0.18
c_comorbidity___2
0.18
d_worst_outcome
0.17
b_sex
0.16
c_comorbidity___3
0.16
admission_date_month
0.15
c_comorbidity___4
0.15
discharge_date_month
0.14
d_outcome___7
0.13
MOST FREQUENT VALUES

13.0
72
7.3%
10.0
70
7.1%
15.0
57
5.8%
12.0
56
5.7%
8.0
50
5.1%
14.0
49
5.0%
16.0
48
4.9%
9.0
46
4.7%
11.0
43
4.4%
18.0
43
4.4%
17.0
43
4.4%
20.0
35
3.6%
19.0
35
3.6%
7.0
28
2.8%
23.0
27
2.7%
SMALLEST VALUES

4.0
4
0.4%
5.0
11
1.1%
6.0
19
1.9%
7.0
28
2.8%
8.0
50
5.1%
9.0
46
4.7%
10.0
70
7.1%
11.0
43
4.4%
12.0
56
5.7%
13.0
72
7.3%
14.0
49
5.0%
15.0
57
5.8%
16.0
48
4.9%
17.0
43
4.4%
18.0
43
4.4%
LARGEST VALUES

150.0
1
0.1%
101.0
1
0.1%
94.0
1
0.1%
91.0
2
0.2%
90.0
1
0.1%
87.0
1
0.1%
82.0
1
0.1%
81.0
2
0.2%
78.0
1
0.1%
77.0
1
0.1%
76.0
2
0.2%
74.0
1
0.1%
73.0
1
0.1%
71.0
2
0.2%
69.0
1
0.1%
sodium
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

crp
-0.20
b_coronet_score
-0.17
albumin_us
0.13
il6
0.13
d_dimer
-0.12
heart_rate
-0.11
b_age
-0.11
bilirubin_us
-0.08
urea_us
-0.08
neutrophil
-0.07
ldh_us
-0.07
sat_room_air
0.07
erythrocyte
-0.06
respiratory_rate
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

discharge_date_month
0.21
death_date_month
0.21
admission_date_month
0.19
outcome
0.14
c_solid_cancer_stage
0.13
b_sex
0.12
c_cancer_last4___2
0.11
d_worst_outcome
0.11
c_haematological_cancer
0.10
b_ethnicity
0.10
conciousness
0.10
c_total_comorbidities
0.10
c_comorbidity___11
0.09
d_outcome___3
0.09
MOST FREQUENT VALUES

137
122
12.3%
138
103
10.4%
135
93
9.4%
134
93
9.4%
139
92
9.3%
136
85
8.6%
140
70
7.0%
141
55
5.5%
133
53
5.3%
132
47
4.7%
142
33
3.3%
131
30
3.0%
130
27
2.7%
143
18
1.8%
128
12
1.2%
SMALLEST VALUES

108
1
0.1%
114
1
0.1%
117
1
0.1%
118
2
0.2%
121
1
0.1%
122
3
0.3%
123
1
0.1%
124
4
0.4%
125
5
0.5%
126
4
0.4%
127
9
0.9%
128
12
1.2%
129
11
1.1%
130
27
2.7%
131
30
3.0%
LARGEST VALUES

150
1
0.1%
148
2
0.2%
146
3
0.3%
145
4
0.4%
144
7
0.7%
143
18
1.8%
142
33
3.3%
141
55
5.5%
140
70
7.0%
139
92
9.3%
138
103
10.4%
137
122
12.3%
136
85
8.6%
135
93
9.4%
134
93
9.4%
creatinine_us
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

urea_us
0.70
procalcitonin
0.15
b_age
0.15
ferritin_us
0.14
b_height_us
0.13
ldh_us
0.13
erythrocyte
0.12
aspartate_aminotran_us
0.11
albumin_us
-0.11
b_coronet_score
0.09
b_weight_metric_2
0.09
crp
0.08
systolibp
0.07
alanine_transaminase_us
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

c_comorbidity___5
0.39
d_outcome___5
0.30
c_anticoagulation_treat
0.27
c_total_comorbidities
0.22
death_date_month
0.21
c_anticoagulation_prophyl
0.17
b_ethnicity
0.17
b_sex
0.16
c_comorbidity___2
0.15
c_comorbidity___11
0.14
c_comorbidity___3
0.14
admission_date_month
0.13
c_conmeds___7
0.11
c_comorbidity___4
0.10
MOST FREQUENT VALUES

0.64
23
2.3%
0.76
19
1.9%
0.94
17
1.7%
0.77
17
1.7%
0.87
16
1.6%
0.78
15
1.5%
0.65
15
1.5%
0.63
15
1.5%
0.8
15
1.5%
0.82
15
1.5%
0.73
14
1.4%
0.69
13
1.3%
0.56
13
1.3%
0.88
13
1.3%
0.75
13
1.3%
SMALLEST VALUES

0.25
1
0.1%
0.28
1
0.1%
0.29
1
0.1%
0.31
3
0.3%
0.32
1
0.1%
0.33
1
0.1%
0.34
1
0.1%
0.35
1
0.1%
0.36
4
0.4%
0.37
2
0.2%
0.39
1
0.1%
0.4
2
0.2%
0.41
3
0.3%
0.42
4
0.4%
0.44
3
0.3%
LARGEST VALUES

11.54
1
0.1%
10.47
1
0.1%
9.69
1
0.1%
9.25
1
0.1%
6.71
1
0.1%
6.62
1
0.1%
6.48
1
0.1%
6.46
1
0.1%
5.98
1
0.1%
5.86
1
0.1%
5.68
1
0.1%
5.36
1
0.1%
5.29
1
0.1%
4.67
1
0.1%
4.61
1
0.1%
alanine_transaminase_us
MISSING:
24
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

aspartate_aminotran_us
0.92
ldh_us
0.48
ferritin_us
0.42
bilirubin_us
0.15
urea_us
0.13
temperature_us
-0.13
d_dimer
0.12
b_coronet_score
0.09
creatinine_us
0.07
albumin_us
-0.06
systolibp
-0.06
b_weight_metric_2
-0.05
procalcitonin
0.05
sodium
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

outcome
0.26
death_date_month
0.23
conciousness
0.18
d_worst_outcome
0.16
admission_date_month
0.14
discharge_date_month
0.14
c_comorbidity___10
0.13
b_ethnicity_other
0.12
b_ethnicity
0.11
c_remdesivir
0.09
c_cancer_last4___2
0.08
d_outcome___10
0.08
c_total_comorbidities
0.07
c_cancer_last4___3
0.07
MOST FREQUENT VALUES

17.0
39
4.0%
18.0
37
3.8%
11.0
36
3.7%
13.0
35
3.6%
16.0
33
3.4%
20.0
33
3.4%
19.0
32
3.3%
14.0
32
3.3%
22.0
29
3.0%
15.0
29
3.0%
21.0
29
3.0%
9.0
28
2.9%
12.0
28
2.9%
8.0
26
2.7%
7.0
25
2.6%
SMALLEST VALUES

5.0
5
0.5%
6.0
12
1.2%
7.0
25
2.6%
8.0
26
2.7%
9.0
28
2.9%
10.0
24
2.5%
11.0
36
3.7%
12.0
28
2.9%
13.0
35
3.6%
14.0
32
3.3%
15.0
29
3.0%
16.0
33
3.4%
17.0
39
4.0%
18.0
37
3.8%
19.0
32
3.3%
LARGEST VALUES

2739.0
1
0.1%
1870.0
1
0.1%
1602.0
1
0.1%
1527.0
1
0.1%
828.0
1
0.1%
545.0
1
0.1%
434.0
1
0.1%
413.0
1
0.1%
332.0
1
0.1%
325.0
1
0.1%
299.0
1
0.1%
289.0
1
0.1%
282.0
1
0.1%
263.0
1
0.1%
253.0
1
0.1%
aspartate_aminotran_us
MISSING:
17
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

alanine_transaminase_us
0.92
ldh_us
0.66
ferritin_us
0.56
d_dimer
0.20
urea_us
0.16
bilirubin_us
0.13
temperature_us
-0.12
b_coronet_score
0.12
creatinine_us
0.11
albumin_us
-0.11
crp
0.09
procalcitonin
0.09
systolibp
-0.08
respiratory_rate
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

outcome
0.26
death_date_month
0.25
d_worst_outcome
0.21
conciousness
0.21
admission_date_month
0.18
discharge_date_month
0.18
d_outcome___10
0.15
c_comorbidity___10
0.13
c_tocilizumab
0.08
d_outcome___9
0.08
c_cancer_last4___3
0.07
c_covid_19_identification
0.07
d_outcome___3
0.07
c_total_comorbidities
0.07
MOST FREQUENT VALUES

18.0
38
3.9%
17.0
36
3.7%
21.0
36
3.7%
23.0
35
3.6%
16.0
35
3.6%
24.0
33
3.4%
19.0
33
3.4%
26.0
33
3.4%
20.0
29
3.0%
22.0
27
2.8%
27.0
26
2.7%
25.0
25
2.6%
12.0
25
2.6%
30.0
24
2.5%
41.0
22
2.3%
SMALLEST VALUES

8.0
3
0.3%
9.0
9
0.9%
10.0
12
1.2%
11.0
15
1.5%
12.0
25
2.6%
13.0
21
2.2%
14.0
18
1.8%
15.0
18
1.8%
16.0
35
3.6%
17.0
36
3.7%
18.0
38
3.9%
19.0
33
3.4%
20.0
29
3.0%
21.0
36
3.7%
22.0
27
2.8%
LARGEST VALUES

3620.0
1
0.1%
2924.0
1
0.1%
2751.0
1
0.1%
2097.0
1
0.1%
1304.0
1
0.1%
528.0
1
0.1%
427.0
1
0.1%
390.0
1
0.1%
388.0
1
0.1%
367.0
1
0.1%
326.0
1
0.1%
318.0
1
0.1%
298.0
1
0.1%
289.0
1
0.1%
269.0
1
0.1%
bilirubin_us
MISSING:
178
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sat_oxygen
-0.17
b_coronet_score
0.15
alanine_transaminase_us
0.15
albumin_us
-0.15
d_dimer
0.13
aspartate_aminotran_us
0.13
ldh_us
0.11
sat_room_air
0.09
sodium
-0.08
ferritin_us
0.07
temperature_us
-0.06
il6
0.06
platelets
-0.06
procalcitonin
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

death_date_month
0.28
discharge_date_month
0.17
admission_date_month
0.17
c_comorbidity___8
0.13
conciousness
0.10
d_worst_outcome
0.10
c_solid_cancer_stage
0.10
c_cancer_treatment_intent
0.08
outcome
0.07
c_comorbidity___5
0.07
c_cancer_last4___1
0.07
c_comorbidity___2
0.07
c_comorbidity___1
0.07
c_anticoagulation_prophyl
0.06
MOST FREQUENT VALUES

0.3
199
24.4%
0.4
156
19.1%
0.5
125
15.3%
0.6
80
9.8%
0.7
52
6.4%
0.8
34
4.2%
1.1
24
2.9%
0.9
23
2.8%
1.2
22
2.7%
1.0
18
2.2%
0.2
15
1.8%
1.3
9
1.1%
1.7
5
0.6%
1.5
5
0.6%
1.4
4
0.5%
SMALLEST VALUES

0.2
15
1.8%
0.3
199
24.4%
0.4
156
19.1%
0.5
125
15.3%
0.6
80
9.8%
0.7
52
6.4%
0.8
34
4.2%
0.9
23
2.8%
1.0
18
2.2%
1.1
24
2.9%
1.2
22
2.7%
1.3
9
1.1%
1.4
4
0.5%
1.5
5
0.6%
1.6
3
0.4%
LARGEST VALUES

15.9
1
0.1%
8.5
1
0.1%
8.4
1
0.1%
7.9
1
0.1%
7.3
1
0.1%
7.0
1
0.1%
6.7
1
0.1%
6.1
1
0.1%
5.4
2
0.2%
5.0
2
0.2%
4.1
2
0.2%
3.5
1
0.1%
3.3
1
0.1%
3.0
1
0.1%
2.9
2
0.2%
b_cxr_ct
MISSING:
10
(1%)
TOP CATEGORIES

1.0
653
66%
0.0
330
34%
ALL
983
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
b_cxr_ct
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___2
0.17
c_remdesivir
0.14
d_outcome___1
0.14
outcome
0.11
c_vaccine_name_4
0.09

THESE FEATURES
GIVE INFORMATION
ON b_cxr_ct:

d_worst_outcome
0.21
outcome
0.20
d_outcome___2
0.17
c_remdesivir
0.15
admission_date_month
0.07
discharge_date_month
0.06
d_outcome___3
0.06
death_date_month
0.05
c_antibiotic
0.04
c_steroids
0.04
c_tocilizumab
0.04
c_plasma
0.03
c_solid_cancer_stage
0.03
c_haematological_cancer
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
b_cxr_ct
CORRELATION RATIO WITH...

sat_room_air
0.24
sat_oxygen
0.24
crp
0.18
temperature_us
0.16
platelets
0.16
b_age
0.13
respiratory_rate
0.11
c_cancer_type
0.10
b_weight_metric_2
0.09
urea_us
0.09
erythrocyte
0.08
creatinine_us
0.07
b_height_us
0.07
diastolibp
0.06
c_steroids
MISSING:
---
TOP CATEGORIES

1
562
57%
0
431
43%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_steroids
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_tocilizumab
0.14
d_outcome___3
0.14
d_outcome___7
0.11
d_outcome___8
0.11
d_outcome___5
0.10

THESE FEATURES
GIVE INFORMATION
ON c_steroids:

d_worst_outcome
0.15
outcome
0.14
d_outcome___3
0.14
c_remdesivir
0.10
c_tocilizumab
0.07
death_date_month
0.07
d_outcome___7
0.04
b_cxr_ct
0.04
d_outcome___8
0.04
c_antibiotic
0.04
admission_date_month
0.03
discharge_date_month
0.03
c_plasma
0.02
c_conmeds___1
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_steroids
CORRELATION RATIO WITH...

sat_room_air
0.35
sat_oxygen
0.34
crp
0.17
ferritin_us
0.17
respiratory_rate
0.16
platelets
0.13
erythrocyte
0.13
ldh_us
0.12
c_cancer_type
0.11
urea_us
0.11
b_weight_metric_2
0.10
b_age
0.08
procalcitonin
0.07
d_dimer
0.07
c_remdesivir
MISSING:
---
TOP CATEGORIES

1
561
56%
0
432
44%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_remdesivir
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_hydroxychloroquine
0.17
b_cxr_ct
0.15
d_outcome___2
0.12
d_outcome___1
0.11
outcome
0.11

THESE FEATURES
GIVE INFORMATION
ON c_remdesivir:

d_worst_outcome
0.20
outcome
0.17
b_cxr_ct
0.14
d_outcome___2
0.11
d_outcome___3
0.10
c_steroids
0.10
discharge_date_month
0.09
admission_date_month
0.08
c_plasma
0.07
c_antibiotic
0.06
death_date_month
0.04
c_solid_cancer_stage
0.03
c_haematological_cancer
0.03
c_total_comorbidities
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_remdesivir
CORRELATION RATIO WITH...

sat_room_air
0.28
sat_oxygen
0.28
b_age
0.21
temperature_us
0.20
platelets
0.20
crp
0.19
erythrocyte
0.17
c_cancer_type
0.11
respiratory_rate
0.11
sodium
0.09
alanine_transaminase_us
0.09
diastolibp
0.08
b_height_us
0.08
heart_rate
0.07
c_lipinovir
MISSING:
---
TOP CATEGORIES

0
993
100%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_lipinovir
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.00
c_baricitinib
0.00
d_outcome___1
0.00
c_vaccine_name_4
0.00
c_covid_19_identification
0.00
d_outcome___4
0.00

THESE FEATURES
GIVE INFORMATION
ON c_lipinovir:

a_pro_retro
1.00
a_form_units
1.00
b_ethnicity
1.00
b_ethnicity_other
1.00
b_sex
1.00
c_comorbidity___1
1.00
c_comorbidity___2
1.00
c_comorbidity___3
1.00
c_comorbidity___4
1.00
c_comorbidity___5
1.00
c_comorbidity___6
1.00
c_comorbidity___7
1.00
c_comorbidity___8
1.00
c_comorbidity___9
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_lipinovir
CORRELATION RATIO WITH...

b_age
0.00
b_height_us
0.00
b_weight_metric_2
0.00
c_cancer_type
0.00
sat_room_air
0.00
sat_oxygen
0.00
respiratory_rate
0.00
heart_rate
0.00
systolibp
0.00
diastolibp
0.00
temperature_us
0.00
crp
0.00
lymphocyte
0.00
neutrophil
0.00
c_interferon
MISSING:
---
TOP CATEGORIES

0
993
100%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_interferon
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.00
c_baricitinib
0.00
d_outcome___1
0.00
c_vaccine_name_4
0.00
c_covid_19_identification
0.00
d_outcome___4
0.00

THESE FEATURES
GIVE INFORMATION
ON c_interferon:

a_pro_retro
1.00
a_form_units
1.00
b_ethnicity
1.00
b_ethnicity_other
1.00
b_sex
1.00
c_comorbidity___1
1.00
c_comorbidity___2
1.00
c_comorbidity___3
1.00
c_comorbidity___4
1.00
c_comorbidity___5
1.00
c_comorbidity___6
1.00
c_comorbidity___7
1.00
c_comorbidity___8
1.00
c_comorbidity___9
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_interferon
CORRELATION RATIO WITH...

b_age
0.00
b_height_us
0.00
b_weight_metric_2
0.00
c_cancer_type
0.00
sat_room_air
0.00
sat_oxygen
0.00
respiratory_rate
0.00
heart_rate
0.00
systolibp
0.00
diastolibp
0.00
temperature_us
0.00
crp
0.00
lymphocyte
0.00
neutrophil
0.00
c_interferon_beta
MISSING:
---
TOP CATEGORIES

0
992
>99%
1
1
<1%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_interferon_beta
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___8
0.01
d_outcome___7
0.01
c_vaccine_name_3
0.01
c_tocilizumab
0.01
c_number_doses
0.00

THESE FEATURES
GIVE INFORMATION
ON c_interferon_beta:

death_date_month
0.45
d_outcome___8
0.35
c_vaccine_name_3
0.35
d_outcome___7
0.35
d_worst_outcome
0.33
c_number_doses
0.32
admission_date_month
0.31
c_tocilizumab
0.28
discharge_date_month
0.21
c_total_comorbidities
0.20
c_vaccine_name_2
0.20
c_vaccine_name
0.19
c_conmeds___1
0.15
c_vaccine_status
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_interferon_beta
CORRELATION RATIO WITH...

procalcitonin
0.10
urea_us
0.06
ferritin_us
0.06
sat_room_air
0.05
sat_oxygen
0.05
erythrocyte
0.04
diastolibp
0.04
sodium
0.04
creatinine_us
0.04
c_cancer_type
0.04
systolibp
0.03
crp
0.03
platelets
0.03
heart_rate
0.03
c_anticoagulation_prophyl
MISSING:
---
TOP CATEGORIES

1
546
55%
0
447
45%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_anticoagulation_prophyl
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_anticoagulation_treat
0.15
d_outcome___4
0.14
c_interferon_beta
0.10
d_outcome___1
0.10
c_vaccine_name_4
0.09

THESE FEATURES
GIVE INFORMATION
ON c_anticoagulation_prophyl:

c_anticoagulation_treat
0.14
death_date_month
0.05
d_outcome___4
0.03
admission_date_month
0.03
discharge_date_month
0.02
d_worst_outcome
0.02
c_comorbidity___7
0.02
c_comorbidity___13
0.02
outcome
0.02
c_total_comorbidities
0.01
c_comorbidity___5
0.01
c_solid_cancer_stage
0.01
c_comorbidity___11
0.01
conciousness
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_anticoagulation_prophyl
CORRELATION RATIO WITH...

urea_us
0.20
creatinine_us
0.17
platelets
0.16
ferritin_us
0.13
systolibp
0.11
albumin_us
0.08
erythrocyte
0.08
temperature_us
0.08
procalcitonin
0.07
d_dimer
0.06
c_cancer_type
0.06
bilirubin_us
0.06
diastolibp
0.05
respiratory_rate
0.05
c_anticoagulation_treat
MISSING:
---
TOP CATEGORIES

0
674
68%
1
319
32%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_anticoagulation_treat
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___4
0.20
c_interferon_beta
0.14
c_baricitinib
0.14
c_anticoagulation_prophyl
0.14
c_vaccine_name_4
0.10

THESE FEATURES
GIVE INFORMATION
ON c_anticoagulation_treat:

c_anticoagulation_prophyl
0.15
death_date_month
0.06
d_worst_outcome
0.05
d_outcome___4
0.05
c_comorbidity___13
0.04
c_comorbidity___5
0.04
d_outcome___3
0.03
outcome
0.03
d_outcome___7
0.03
c_total_comorbidities
0.03
discharge_date_month
0.02
d_outcome___8
0.02
c_tocilizumab
0.02
admission_date_month
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_anticoagulation_treat
CORRELATION RATIO WITH...

urea_us
0.30
creatinine_us
0.27
b_age
0.16
sat_room_air
0.15
sat_oxygen
0.15
albumin_us
0.15
respiratory_rate
0.12
neutrophil
0.10
ldh_us
0.09
platelets
0.09
c_cancer_type
0.09
b_coronet_score
0.08
crp
0.07
erythrocyte
0.06
c_antibiotic
MISSING:
---
TOP CATEGORIES

1
718
72%
0
275
28%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_antibiotic
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_vaccine_name_4
0.16
d_outcome___1
0.16
c_nosocomial
0.06
c_remdesivir
0.06
c_tocilizumab
0.05

THESE FEATURES
GIVE INFORMATION
ON c_antibiotic:

d_worst_outcome
0.09
outcome
0.08
c_remdesivir
0.07
c_solid_cancer_stage
0.06
d_outcome___2
0.06
c_haematological_cancer
0.05
d_outcome___3
0.05
death_date_month
0.04
b_cxr_ct
0.04
admission_date_month
0.04
c_steroids
0.04
discharge_date_month
0.04
c_tocilizumab
0.03
c_comorbidity___11
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_antibiotic
CORRELATION RATIO WITH...

c_cancer_type
0.21
crp
0.19
sat_room_air
0.18
sat_oxygen
0.17
platelets
0.15
temperature_us
0.12
diastolibp
0.11
respiratory_rate
0.10
b_weight_metric_2
0.10
ferritin_us
0.10
heart_rate
0.09
erythrocyte
0.08
b_coronet_score
0.07
systolibp
0.06
c_plasma
MISSING:
---
TOP CATEGORIES

0
832
84%
1
161
16%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_plasma
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_baricitinib
0.23
c_vaccine_name_4
0.13
c_remdesivir
0.07
d_outcome___2
0.05
d_outcome___5
0.05

THESE FEATURES
GIVE INFORMATION
ON c_plasma:

admission_date_month
0.22
discharge_date_month
0.20
c_remdesivir
0.10
d_worst_outcome
0.09
outcome
0.09
d_outcome___2
0.08
death_date_month
0.06
b_cxr_ct
0.05
c_steroids
0.03
d_outcome___3
0.03
c_cancer_treatment_intent
0.02
c_number_doses
0.02
c_vaccine_name_3
0.01
c_solid_cancer_stage
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_plasma
CORRELATION RATIO WITH...

platelets
0.12
temperature_us
0.10
ferritin_us
0.09
sat_room_air
0.08
d_dimer
0.08
sat_oxygen
0.08
b_age
0.07
neutrophil
0.06
sodium
0.06
albumin_us
0.05
b_weight_metric_2
0.05
diastolibp
0.05
b_height_us
0.04
erythrocyte
0.04
c_tocilizumab
MISSING:
---
TOP CATEGORIES

0
886
89%
1
107
11%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_tocilizumab
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.28
d_outcome___7
0.18
d_outcome___8
0.14
d_outcome___5
0.13
c_hydroxychloroquine
0.10

THESE FEATURES
GIVE INFORMATION
ON c_tocilizumab:

d_worst_outcome
0.36
death_date_month
0.19
admission_date_month
0.19
d_outcome___3
0.18
discharge_date_month
0.17
outcome
0.16
c_steroids
0.14
d_outcome___7
0.12
d_outcome___8
0.09
b_cxr_ct
0.07
c_antibiotic
0.05
c_aspirin
0.05
d_outcome___2
0.05
c_remdesivir
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_tocilizumab
CORRELATION RATIO WITH...

sat_room_air
0.30
sat_oxygen
0.30
respiratory_rate
0.22
ferritin_us
0.19
crp
0.19
ldh_us
0.14
b_age
0.12
temperature_us
0.12
urea_us
0.10
platelets
0.10
b_weight_metric_2
0.09
aspartate_aminotran_us
0.08
sodium
0.08
c_cancer_type
0.07
c_nebulised_interferonb
MISSING:
993
(100%)
c_hydroxychloroquine
MISSING:
---
TOP CATEGORIES

0
973
98%
1
20
2%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_hydroxychloroquine
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_tocilizumab
0.03
discharge_date_month
0.03
admission_date_month
0.03
c_remdesivir
0.02
death_date_month
0.01

THESE FEATURES
GIVE INFORMATION
ON c_hydroxychloroquine:

discharge_date_month
0.74
admission_date_month
0.73
death_date_month
0.26
c_remdesivir
0.17
c_tocilizumab
0.10
b_ethnicity
0.09
d_worst_outcome
0.06
c_vaccine_name
0.06
outcome
0.06
c_vaccine_name_2
0.05
c_number_doses
0.05
c_total_comorbidities
0.05
c_vaccine_status
0.05
c_conmeds___3
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_hydroxychloroquine
CORRELATION RATIO WITH...

erythrocyte
0.18
sat_room_air
0.10
respiratory_rate
0.10
sat_oxygen
0.10
b_weight_metric_2
0.09
d_dimer
0.06
urea_us
0.05
bilirubin_us
0.05
sodium
0.04
temperature_us
0.04
ldh_us
0.03
b_height_us
0.03
creatinine_us
0.03
ferritin_us
0.03
c_aspirin
MISSING:
---
TOP CATEGORIES

0
797
80%
1
196
20%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_aspirin
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_conmeds___6
0.21
d_outcome___5
0.08
d_outcome___7
0.06
c_tocilizumab
0.05
c_comorbidity___10
0.04

THESE FEATURES
GIVE INFORMATION
ON c_aspirin:

c_conmeds___6
0.22
admission_date_month
0.08
death_date_month
0.07
discharge_date_month
0.06
c_comorbidity___3
0.05
d_worst_outcome
0.04
c_conmeds___7
0.04
c_tocilizumab
0.03
c_total_comorbidities
0.03
outcome
0.03
d_outcome___7
0.03
d_outcome___3
0.02
c_comorbidity___4
0.01
d_outcome___2
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_aspirin
CORRELATION RATIO WITH...

b_age
0.21
sat_room_air
0.15
sat_oxygen
0.14
systolibp
0.13
respiratory_rate
0.09
urea_us
0.09
temperature_us
0.07
b_weight_metric_2
0.07
creatinine_us
0.07
crp
0.07
bilirubin_us
0.05
ferritin_us
0.05
lymphocyte
0.04
platelets
0.04
c_baricitinib
MISSING:
---
TOP CATEGORIES

0
992
>99%
1
1
<1%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_baricitinib
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___7
0.01
c_comorbidity___1
0.01
c_conmeds___4
0.00
c_plasma
0.00
c_vaccine_name_2
0.00

THESE FEATURES
GIVE INFORMATION
ON c_baricitinib:

admission_date_month
0.42
discharge_date_month
0.38
d_outcome___7
0.35
c_vaccine_name_2
0.34
c_vaccine_name
0.33
c_comorbidity___1
0.28
c_conmeds___4
0.25
c_plasma
0.23
c_number_doses
0.21
c_total_comorbidities
0.17
d_worst_outcome
0.16
c_vaccine_status
0.15
c_anticoagulation_treat
0.14
c_conmeds___7
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_baricitinib
CORRELATION RATIO WITH...

sat_room_air
0.05
sat_oxygen
0.05
heart_rate
0.04
c_cancer_type
0.03
b_coronet_score
0.02
b_age
0.02
sodium
0.02
diastolibp
0.02
respiratory_rate
0.02
platelets
0.02
albumin_us
0.02
temperature_us
0.01
b_height_us
0.01
urea_us
0.01
c_molnupiravir
MISSING:
---
TOP CATEGORIES

0
993
100%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_molnupiravir
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.00
c_baricitinib
0.00
d_outcome___1
0.00
c_vaccine_name_4
0.00
c_covid_19_identification
0.00
d_outcome___4
0.00

THESE FEATURES
GIVE INFORMATION
ON c_molnupiravir:

a_pro_retro
1.00
a_form_units
1.00
b_ethnicity
1.00
b_ethnicity_other
1.00
b_sex
1.00
c_comorbidity___1
1.00
c_comorbidity___2
1.00
c_comorbidity___3
1.00
c_comorbidity___4
1.00
c_comorbidity___5
1.00
c_comorbidity___6
1.00
c_comorbidity___7
1.00
c_comorbidity___8
1.00
c_comorbidity___9
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_molnupiravir
CORRELATION RATIO WITH...

b_age
0.00
b_height_us
0.00
b_weight_metric_2
0.00
c_cancer_type
0.00
sat_room_air
0.00
sat_oxygen
0.00
respiratory_rate
0.00
heart_rate
0.00
systolibp
0.00
diastolibp
0.00
temperature_us
0.00
crp
0.00
lymphocyte
0.00
neutrophil
0.00
c_sotrovimab
MISSING:
---
TOP CATEGORIES

0
993
100%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
c_sotrovimab
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
coronet_complete
1.00
c_interferon_beta
0.00
c_baricitinib
0.00
d_outcome___1
0.00
c_vaccine_name_4
0.00
c_covid_19_identification
0.00
d_outcome___4
0.00

THESE FEATURES
GIVE INFORMATION
ON c_sotrovimab:

a_pro_retro
1.00
a_form_units
1.00
b_ethnicity
1.00
b_ethnicity_other
1.00
b_sex
1.00
c_comorbidity___1
1.00
c_comorbidity___2
1.00
c_comorbidity___3
1.00
c_comorbidity___4
1.00
c_comorbidity___5
1.00
c_comorbidity___6
1.00
c_comorbidity___7
1.00
c_comorbidity___8
1.00
c_comorbidity___9
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
c_sotrovimab
CORRELATION RATIO WITH...

b_age
0.00
b_height_us
0.00
b_weight_metric_2
0.00
c_cancer_type
0.00
sat_room_air
0.00
sat_oxygen
0.00
respiratory_rate
0.00
heart_rate
0.00
systolibp
0.00
diastolibp
0.00
temperature_us
0.00
crp
0.00
lymphocyte
0.00
neutrophil
0.00
c_other_drug
MISSING:
960
(97%)
7
21%
-
-
casirivimab, imdevimab
4
12%
-
-
anakinra
3
9%
-
-
vitamin c, zinc
3
9%
-
-
Vitamin C, Zinc
2
6%
-
-
IVIG
1
3%
-
-
Anakinra
1
3%
-
-
vitamin C, zinc
1
3%
-
-
investigational drug with ctl
1
3%
-
-
Vitamin C
1
3%
-
-
Anakinra, Lasix
1
3%
-
-
CTLs, molnupiravir
1
3%
-
-
anakinra, vitamin C, zinc
1
3%
-
-
Bamlanivimab
1
3%
-
-
CTL infusion
1
3%
-
-
imdevimab, casirivimab
1
3%
-
-
anakinra, vitamin C
1
3%
-
-
BAM
1
3%
-
-
Zinc, vitamin c
1
3%
-
-
casirivimab/imdevimab
date_of_symptoms_onset_us
MISSING:
347
(35%)
12
2%
-
-
2022-01-11 00:00:00
10
2%
-
-
2022-01-04 00:00:00
8
1%
-
-
2022-01-18 00:00:00
7
1%
-
-
2022-01-20 00:00:00
7
1%
-
-
2022-01-10 00:00:00
7
1%
-
-
2020-07-02 00:00:00
6
<1%
-
-
2022-01-14 00:00:00
6
<1%
-
-
2022-01-03 00:00:00
5
<1%
-
-
2021-12-21 00:00:00
5
<1%
-
-
2020-07-06 00:00:00
5
<1%
-
-
2022-01-13 00:00:00
5
<1%
-
-
2020-07-20 00:00:00
5
<1%
-
-
2022-01-09 00:00:00
5
<1%
-
-
2022-01-01 00:00:00
5
<1%
-
-
2022-01-05 00:00:00
4
<1%
-
-
2021-12-23 00:00:00
4
<1%
-
-
2021-12-25 00:00:00
4
<1%
-
-
2022-01-25 00:00:00
4
<1%
-
-
2022-01-06 00:00:00
4
<1%
-
-
2020-12-01 00:00:00
4
<1%
-
-
2021-12-16 00:00:00
4
<1%
-
-
2020-07-04 00:00:00
4
<1%
-
-
2021-01-22 00:00:00
4
<1%
-
-
2021-01-28 00:00:00
4
<1%
-
-
2020-12-15 00:00:00
4
<1%
-
-
2021-08-10 00:00:00
4
<1%
-
-
2020-06-26 00:00:00
4
<1%
-
-
2022-01-31 00:00:00
4
<1%
-
-
2022-01-08 00:00:00
4
<1%
-
-
2020-12-28 00:00:00
4
<1%
-
-
2022-01-26 00:00:00
4
<1%
-
-
2022-01-07 00:00:00
4
<1%
-
-
2022-01-12 00:00:00
4
<1%
-
-
2020-12-24 00:00:00
4
<1%
-
-
2020-12-26 00:00:00
4
<1%
-
-
2020-07-13 00:00:00
4
<1%
-
-
2021-09-14 00:00:00
4
<1%
-
-
2021-08-21 00:00:00
3
<1%
-
-
2021-12-28 00:00:00
3
<1%
-
-
2020-06-29 00:00:00
3
<1%
-
-
2020-12-13 00:00:00
3
<1%
-
-
2020-12-05 00:00:00
3
<1%
-
-
2020-12-18 00:00:00
3
<1%
-
-
2020-07-05 00:00:00
3
<1%
-
-
2021-01-21 00:00:00
3
<1%
-
-
2021-08-26 00:00:00
3
<1%
-
-
2021-08-03 00:00:00
3
<1%
-
-
2020-03-26 00:00:00
3
<1%
-
-
2021-08-08 00:00:00
3
<1%
-
-
2021-08-16 00:00:00
3
<1%
-
-
2020-12-20 00:00:00
3
<1%
-
-
2022-02-05 00:00:00
3
<1%
-
-
2022-02-14 00:00:00
3
<1%
-
-
2021-01-07 00:00:00
3
<1%
-
-
2021-08-27 00:00:00
3
<1%
-
-
2022-02-01 00:00:00
3
<1%
-
-
2022-02-02 00:00:00
3
<1%
-
-
2022-01-23 00:00:00
3
<1%
-
-
2021-12-20 00:00:00
3
<1%
-
-
2020-06-30 00:00:00
390
60%
-
-
(Other)
date_of_presentation_us
MISSING:
---
15
2%
-
-
2022-01-20 00:00:00
12
1%
-
-
2022-01-14 00:00:00
11
1%
-
-
2020-07-03 00:00:00
11
1%
-
-
2022-01-25 00:00:00
11
1%
-
-
2022-01-26 00:00:00
10
1%
-
-
2021-12-29 00:00:00
9
<1%
-
-
2022-01-18 00:00:00
9
<1%
-
-
2020-12-30 00:00:00
9
<1%
-
-
2022-01-13 00:00:00
8
<1%
-
-
2020-07-17 00:00:00
8
<1%
-
-
2021-12-27 00:00:00
8
<1%
-
-
2022-02-01 00:00:00
8
<1%
-
-
2022-01-22 00:00:00
8
<1%
-
-
2021-12-28 00:00:00
8
<1%
-
-
2022-02-03 00:00:00
8
<1%
-
-
2022-01-06 00:00:00
7
<1%
-
-
2022-01-28 00:00:00
7
<1%
-
-
2022-01-12 00:00:00
7
<1%
-
-
2022-01-24 00:00:00
7
<1%
-
-
2021-12-26 00:00:00
7
<1%
-
-
2022-01-19 00:00:00
7
<1%
-
-
2020-07-15 00:00:00
7
<1%
-
-
2022-01-08 00:00:00
7
<1%
-
-
2021-01-28 00:00:00
7
<1%
-
-
2022-01-11 00:00:00
6
<1%
-
-
2021-08-10 00:00:00
6
<1%
-
-
2020-12-16 00:00:00
6
<1%
-
-
2022-01-16 00:00:00
6
<1%
-
-
2022-02-10 00:00:00
6
<1%
-
-
2022-01-29 00:00:00
6
<1%
-
-
2022-02-06 00:00:00
6
<1%
-
-
2020-07-07 00:00:00
6
<1%
-
-
2022-02-09 00:00:00
6
<1%
-
-
2022-01-23 00:00:00
6
<1%
-
-
2022-01-04 00:00:00
6
<1%
-
-
2022-01-27 00:00:00
6
<1%
-
-
2022-01-09 00:00:00
6
<1%
-
-
2022-01-05 00:00:00
6
<1%
-
-
2020-12-27 00:00:00
6
<1%
-
-
2021-08-08 00:00:00
5
<1%
-
-
2022-02-16 00:00:00
5
<1%
-
-
2021-12-31 00:00:00
5
<1%
-
-
2021-01-27 00:00:00
5
<1%
-
-
2021-01-04 00:00:00
5
<1%
-
-
2020-07-31 00:00:00
5
<1%
-
-
2022-01-21 00:00:00
5
<1%
-
-
2020-07-05 00:00:00
5
<1%
-
-
2022-02-11 00:00:00
5
<1%
-
-
2021-12-24 00:00:00
5
<1%
-
-
2022-01-07 00:00:00
5
<1%
-
-
2021-02-01 00:00:00
4
<1%
-
-
2021-07-20 00:00:00
4
<1%
-
-
2021-12-25 00:00:00
4
<1%
-
-
2022-01-17 00:00:00
4
<1%
-
-
2020-11-23 00:00:00
4
<1%
-
-
2021-07-09 00:00:00
4
<1%
-
-
2021-08-31 00:00:00
4
<1%
-
-
2022-01-10 00:00:00
4
<1%
-
-
2020-06-22 00:00:00
4
<1%
-
-
2020-11-30 00:00:00
596
60%
-
-
(Other)
date_of_positive_covid_us
MISSING:
---
13
1%
-
-
2022-01-11 00:00:00
13
1%
-
-
2022-01-19 00:00:00
12
1%
-
-
2021-12-27 00:00:00
12
1%
-
-
2022-01-04 00:00:00
11
1%
-
-
2022-01-18 00:00:00
11
1%
-
-
2022-01-05 00:00:00
10
1%
-
-
2022-01-21 00:00:00
9
<1%
-
-
2021-12-29 00:00:00
9
<1%
-
-
2022-01-20 00:00:00
9
<1%
-
-
2022-01-13 00:00:00
8
<1%
-
-
2022-01-26 00:00:00
8
<1%
-
-
2022-02-02 00:00:00
8
<1%
-
-
2022-01-27 00:00:00
8
<1%
-
-
2020-12-30 00:00:00
8
<1%
-
-
2022-01-24 00:00:00
8
<1%
-
-
2021-12-28 00:00:00
7
<1%
-
-
2020-07-16 00:00:00
7
<1%
-
-
2021-12-26 00:00:00
7
<1%
-
-
2022-01-14 00:00:00
7
<1%
-
-
2022-01-03 00:00:00
7
<1%
-
-
2022-01-10 00:00:00
7
<1%
-
-
2020-12-27 00:00:00
7
<1%
-
-
2020-07-03 00:00:00
7
<1%
-
-
2020-07-14 00:00:00
7
<1%
-
-
2022-01-12 00:00:00
7
<1%
-
-
2022-01-17 00:00:00
6
<1%
-
-
2022-02-11 00:00:00
6
<1%
-
-
2021-01-28 00:00:00
6
<1%
-
-
2022-01-09 00:00:00
6
<1%
-
-
2021-08-08 00:00:00
6
<1%
-
-
2022-01-07 00:00:00
6
<1%
-
-
2022-01-31 00:00:00
6
<1%
-
-
2021-01-27 00:00:00
6
<1%
-
-
2022-01-28 00:00:00
6
<1%
-
-
2021-12-22 00:00:00
6
<1%
-
-
2020-12-07 00:00:00
5
<1%
-
-
2020-12-18 00:00:00
5
<1%
-
-
2021-08-06 00:00:00
5
<1%
-
-
2021-12-30 00:00:00
5
<1%
-
-
2021-08-12 00:00:00
5
<1%
-
-
2020-06-26 00:00:00
5
<1%
-
-
2020-07-04 00:00:00
5
<1%
-
-
2022-02-09 00:00:00
5
<1%
-
-
2022-01-16 00:00:00
5
<1%
-
-
2021-12-21 00:00:00
5
<1%
-
-
2021-08-09 00:00:00
5
<1%
-
-
2021-07-27 00:00:00
5
<1%
-
-
2021-12-25 00:00:00
5
<1%
-
-
2021-08-04 00:00:00
5
<1%
-
-
2020-07-06 00:00:00
5
<1%
-
-
2022-02-01 00:00:00
5
<1%
-
-
2020-12-15 00:00:00
5
<1%
-
-
2021-01-11 00:00:00
5
<1%
-
-
2021-08-10 00:00:00
4
<1%
-
-
2022-01-06 00:00:00
4
<1%
-
-
2021-12-24 00:00:00
4
<1%
-
-
2020-07-02 00:00:00
4
<1%
-
-
2022-02-10 00:00:00
4
<1%
-
-
2021-08-07 00:00:00
4
<1%
-
-
2022-01-23 00:00:00
592
60%
-
-
(Other)
date_of_admission_us
MISSING:
---
13
1%
-
-
2022-01-24 00:00:00
12
1%
-
-
2022-01-18 00:00:00
11
1%
-
-
2022-01-13 00:00:00
10
1%
-
-
2022-01-19 00:00:00
10
1%
-
-
2022-01-11 00:00:00
9
<1%
-
-
2022-01-20 00:00:00
9
<1%
-
-
2022-01-28 00:00:00
9
<1%
-
-
2020-12-30 00:00:00
9
<1%
-
-
2022-01-12 00:00:00
8
<1%
-
-
2022-01-21 00:00:00
8
<1%
-
-
2022-01-05 00:00:00
8
<1%
-
-
2022-01-14 00:00:00
8
<1%
-
-
2020-07-03 00:00:00
8
<1%
-
-
2022-01-04 00:00:00
8
<1%
-
-
2022-01-26 00:00:00
7
<1%
-
-
2021-12-29 00:00:00
7
<1%
-
-
2020-07-14 00:00:00
7
<1%
-
-
2021-12-30 00:00:00
7
<1%
-
-
2022-01-03 00:00:00
7
<1%
-
-
2021-12-26 00:00:00
7
<1%
-
-
2022-01-31 00:00:00
7
<1%
-
-
2021-12-27 00:00:00
7
<1%
-
-
2022-02-11 00:00:00
6
<1%
-
-
2022-02-02 00:00:00
6
<1%
-
-
2021-08-10 00:00:00
6
<1%
-
-
2020-07-06 00:00:00
6
<1%
-
-
2022-01-15 00:00:00
6
<1%
-
-
2022-02-09 00:00:00
6
<1%
-
-
2021-12-21 00:00:00
6
<1%
-
-
2022-01-27 00:00:00
6
<1%
-
-
2021-08-07 00:00:00
6
<1%
-
-
2021-02-01 00:00:00
6
<1%
-
-
2022-01-06 00:00:00
6
<1%
-
-
2021-12-28 00:00:00
6
<1%
-
-
2020-12-27 00:00:00
5
<1%
-
-
2022-01-08 00:00:00
5
<1%
-
-
2022-02-01 00:00:00
5
<1%
-
-
2020-12-07 00:00:00
5
<1%
-
-
2020-07-04 00:00:00
5
<1%
-
-
2021-12-22 00:00:00
5
<1%
-
-
2021-08-04 00:00:00
5
<1%
-
-
2021-01-28 00:00:00
5
<1%
-
-
2022-01-25 00:00:00
5
<1%
-
-
2021-12-25 00:00:00
5
<1%
-
-
2021-01-27 00:00:00
5
<1%
-
-
2022-01-09 00:00:00
5
<1%
-
-
2021-01-13 00:00:00
5
<1%
-
-
2022-01-23 00:00:00
5
<1%
-
-
2020-12-17 00:00:00
5
<1%
-
-
2020-07-16 00:00:00
5
<1%
-
-
2020-12-15 00:00:00
5
<1%
-
-
2021-08-31 00:00:00
4
<1%
-
-
2020-11-24 00:00:00
4
<1%
-
-
2021-01-03 00:00:00
4
<1%
-
-
2021-08-08 00:00:00
4
<1%
-
-
2020-06-21 00:00:00
4
<1%
-
-
2020-06-28 00:00:00
4
<1%
-
-
2022-02-06 00:00:00
4
<1%
-
-
2020-11-16 00:00:00
4
<1%
-
-
2022-01-01 00:00:00
608
61%
-
-
(Other)
date_of_discharge_us
MISSING:
---
12
1%
-
-
2022-01-21 00:00:00
11
1%
-
-
2022-01-27 00:00:00
11
1%
-
-
2022-02-13 00:00:00
10
1%
-
-
2021-01-05 00:00:00
10
1%
-
-
2022-01-14 00:00:00
10
1%
-
-
2022-02-02 00:00:00
10
1%
-
-
2022-01-29 00:00:00
9
<1%
-
-
2022-02-05 00:00:00
9
<1%
-
-
2022-01-03 00:00:00
9
<1%
-
-
2022-01-20 00:00:00
8
<1%
-
-
2022-02-06 00:00:00
8
<1%
-
-
2022-01-04 00:00:00
8
<1%
-
-
2022-02-04 00:00:00
8
<1%
-
-
2022-01-31 00:00:00
7
<1%
-
-
2022-01-23 00:00:00
7
<1%
-
-
2022-02-03 00:00:00
7
<1%
-
-
2022-01-05 00:00:00
7
<1%
-
-
2020-07-28 00:00:00
7
<1%
-
-
2022-01-12 00:00:00
7
<1%
-
-
2022-01-26 00:00:00
7
<1%
-
-
2022-01-06 00:00:00
6
<1%
-
-
2022-01-28 00:00:00
6
<1%
-
-
2021-12-30 00:00:00
6
<1%
-
-
2021-07-22 00:00:00
6
<1%
-
-
2022-02-11 00:00:00
6
<1%
-
-
2022-02-21 00:00:00
6
<1%
-
-
2022-01-17 00:00:00
6
<1%
-
-
2022-01-19 00:00:00
5
<1%
-
-
2022-02-17 00:00:00
5
<1%
-
-
2022-02-19 00:00:00
5
<1%
-
-
2020-07-08 00:00:00
5
<1%
-
-
2021-12-31 00:00:00
5
<1%
-
-
2021-08-14 00:00:00
5
<1%
-
-
2022-01-11 00:00:00
5
<1%
-
-
2022-02-01 00:00:00
5
<1%
-
-
2022-01-22 00:00:00
5
<1%
-
-
2022-01-15 00:00:00
5
<1%
-
-
2020-07-12 00:00:00
5
<1%
-
-
2022-01-16 00:00:00
5
<1%
-
-
2022-01-08 00:00:00
5
<1%
-
-
2022-01-09 00:00:00
5
<1%
-
-
2021-01-06 00:00:00
5
<1%
-
-
2021-09-16 00:00:00
5
<1%
-
-
2022-01-07 00:00:00
5
<1%
-
-
2020-07-10 00:00:00
4
<1%
-
-
2021-09-21 00:00:00
4
<1%
-
-
2021-02-04 00:00:00
4
<1%
-
-
2020-07-24 00:00:00
4
<1%
-
-
2021-12-28 00:00:00
4
<1%
-
-
2020-07-23 00:00:00
4
<1%
-
-
2022-01-25 00:00:00
4
<1%
-
-
2021-01-25 00:00:00
4
<1%
-
-
2021-08-31 00:00:00
4
<1%
-
-
2021-01-08 00:00:00
4
<1%
-
-
2021-08-12 00:00:00
4
<1%
-
-
2022-01-30 00:00:00
4
<1%
-
-
2021-01-15 00:00:00
4
<1%
-
-
2021-08-16 00:00:00
4
<1%
-
-
2022-02-14 00:00:00
4
<1%
-
-
2020-07-13 00:00:00
624
63%
-
-
(Other)
date_of_death_us
MISSING:
555
(56%)
3
<1%
-
-
2021-02-25 00:00:00
3
<1%
-
-
2022-02-15 00:00:00
3
<1%
-
-
2022-02-25 00:00:00
3
<1%
-
-
2022-07-16 00:00:00
3
<1%
-
-
2022-02-13 00:00:00
3
<1%
-
-
2022-02-18 00:00:00
3
<1%
-
-
2022-10-04 00:00:00
3
<1%
-
-
2022-07-27 00:00:00
3
<1%
-
-
2022-04-12 00:00:00
3
<1%
-
-
2020-08-05 00:00:00
3
<1%
-
-
2021-08-27 00:00:00
2
<1%
-
-
2022-05-09 00:00:00
2
<1%
-
-
2021-01-25 00:00:00
2
<1%
-
-
2022-02-24 00:00:00
2
<1%
-
-
2022-04-16 00:00:00
2
<1%
-
-
2022-05-06 00:00:00
2
<1%
-
-
2022-02-16 00:00:00
2
<1%
-
-
2021-03-06 00:00:00
2
<1%
-
-
2022-11-28 00:00:00
2
<1%
-
-
2022-03-25 00:00:00
2
<1%
-
-
2021-01-22 00:00:00
2
<1%
-
-
2022-01-23 00:00:00
2
<1%
-
-
2021-03-09 00:00:00
2
<1%
-
-
2022-01-03 00:00:00
2
<1%
-
-
2021-02-10 00:00:00
2
<1%
-
-
2021-05-26 00:00:00
2
<1%
-
-
2022-06-23 00:00:00
2
<1%
-
-
2021-02-11 00:00:00
2
<1%
-
-
2020-07-10 00:00:00
2
<1%
-
-
2022-04-13 00:00:00
2
<1%
-
-
2022-07-26 00:00:00
2
<1%
-
-
2022-02-02 00:00:00
2
<1%
-
-
2022-03-31 00:00:00
2
<1%
-
-
2022-03-15 00:00:00
2
<1%
-
-
2021-05-13 00:00:00
2
<1%
-
-
2022-01-10 00:00:00
2
<1%
-
-
2021-02-01 00:00:00
2
<1%
-
-
2022-01-17 00:00:00
2
<1%
-
-
2022-01-26 00:00:00
2
<1%
-
-
2022-06-30 00:00:00
2
<1%
-
-
2022-03-02 00:00:00
2
<1%
-
-
2021-09-09 00:00:00
2
<1%
-
-
2021-09-14 00:00:00
2
<1%
-
-
2022-12-30 00:00:00
2
<1%
-
-
2022-03-23 00:00:00
2
<1%
-
-
2022-12-19 00:00:00
2
<1%
-
-
2022-02-22 00:00:00
2
<1%
-
-
2023-01-12 00:00:00
2
<1%
-
-
2021-09-10 00:00:00
2
<1%
-
-
2022-08-04 00:00:00
2
<1%
-
-
2022-01-06 00:00:00
2
<1%
-
-
2022-05-10 00:00:00
2
<1%
-
-
2021-07-04 00:00:00
2
<1%
-
-
2021-03-18 00:00:00
2
<1%
-
-
2021-03-05 00:00:00
2
<1%
-
-
2021-09-04 00:00:00
2
<1%
-
-
2022-02-20 00:00:00
2
<1%
-
-
2021-02-26 00:00:00
2
<1%
-
-
2022-03-06 00:00:00
2
<1%
-
-
2021-09-27 00:00:00
307
70%
-
-
(Other)
d_outcome___1
MISSING:
---
TOP CATEGORIES

0
992
>99%
1
1
<1%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_outcome___1
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_conmeds___2
0.00
c_cancer_last4___1
0.00
death_date_month
0.00
c_antibiotic
0.00
c_comorbidity___5
0.00

THESE FEATURES
GIVE INFORMATION
ON d_outcome___1:

death_date_month
0.72
c_total_comorbidities
0.24
c_conmeds___2
0.23
outcome
0.21
discharge_date_month
0.21
admission_date_month
0.20
b_ethnicity
0.18
c_cancer_last4___1
0.18
c_antibiotic
0.16
d_worst_outcome
0.16
c_cancer_treatment_intent
0.14
c_comorbidity___5
0.14
c_comorbidity___2
0.14
b_cxr_ct
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_outcome___1
CORRELATION RATIO WITH...

albumin_us
0.16
b_age
0.08
erythrocyte
0.04
crp
0.03
b_weight_metric_2
0.03
ldh_us
0.03
d_dimer
0.02
b_coronet_score
0.02
heart_rate
0.02
sat_oxygen
0.02
bilirubin_us
0.02
sat_room_air
0.02
temperature_us
0.02
urea_us
0.02
d_outcome___2
MISSING:
---
TOP CATEGORIES

0
639
64%
1
354
36%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_outcome___2
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
outcome
0.59
d_worst_outcome
0.24
b_cxr_ct
0.17
d_outcome___1
0.13
c_remdesivir
0.11

THESE FEATURES
GIVE INFORMATION
ON d_outcome___2:

outcome
0.99
d_worst_outcome
0.55
b_cxr_ct
0.17
c_remdesivir
0.12
discharge_date_month
0.07
admission_date_month
0.07
death_date_month
0.06
d_outcome___3
0.05
c_plasma
0.05
c_antibiotic
0.05
c_tocilizumab
0.02
d_outcome___8
0.02
c_haematological_cancer
0.02
c_solid_cancer_stage
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_outcome___2
CORRELATION RATIO WITH...

sat_room_air
0.26
sat_oxygen
0.25
temperature_us
0.24
platelets
0.16
crp
0.14
respiratory_rate
0.14
b_age
0.14
b_weight_metric_2
0.13
c_cancer_type
0.12
b_height_us
0.11
ferritin_us
0.09
d_dimer
0.08
ldh_us
0.07
systolibp
0.07
d_outcome___3
MISSING:
---
TOP CATEGORIES

1
592
60%
0
401
40%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_outcome___3
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
outcome
0.39
c_tocilizumab
0.18
d_worst_outcome
0.17
d_outcome___7
0.15
c_steroids
0.14

THESE FEATURES
GIVE INFORMATION
ON d_outcome___3:

outcome
0.64
d_worst_outcome
0.38
c_steroids
0.14
c_remdesivir
0.10
c_tocilizumab
0.09
death_date_month
0.09
b_cxr_ct
0.06
d_outcome___2
0.05
d_outcome___7
0.05
c_antibiotic
0.04
discharge_date_month
0.04
d_outcome___8
0.04
admission_date_month
0.03
d_outcome___10
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_outcome___3
CORRELATION RATIO WITH...

sat_room_air
0.51
sat_oxygen
0.50
crp
0.28
b_age
0.22
respiratory_rate
0.21
albumin_us
0.16
b_weight_metric_2
0.13
urea_us
0.13
ldh_us
0.12
heart_rate
0.10
ferritin_us
0.10
erythrocyte
0.10
sodium
0.09
d_dimer
0.08
d_outcome___4
MISSING:
---
TOP CATEGORIES

0
955
96%
1
38
4%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_outcome___4
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_anticoagulation_treat
0.05
d_outcome___8
0.04
c_anticoagulation_prophyl
0.03
c_comorbidity___13
0.03
d_outcome___10
0.03

THESE FEATURES
GIVE INFORMATION
ON d_outcome___4:

c_anticoagulation_treat
0.20
death_date_month
0.16
c_anticoagulation_prophyl
0.14
outcome
0.13
admission_date_month
0.11
d_worst_outcome
0.10
c_comorbidity___13
0.09
discharge_date_month
0.08
d_outcome___8
0.05
d_outcome___3
0.03
conciousness
0.03
c_comorbidity___11
0.03
c_solid_cancer_stage
0.03
d_outcome___10
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_outcome___4
CORRELATION RATIO WITH...

d_dimer
0.16
crp
0.08
c_cancer_type
0.08
heart_rate
0.08
temperature_us
0.08
ldh_us
0.07
respiratory_rate
0.07
b_age
0.06
albumin_us
0.05
platelets
0.04
erythrocyte
0.04
sodium
0.03
diastolibp
0.03
sat_oxygen
0.03
d_outcome___5
MISSING:
---
TOP CATEGORIES

0
985
>99%
1
8
<1%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_outcome___5
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_tocilizumab
0.02
d_outcome___10
0.01
d_outcome___7
0.01
c_comorbidity___5
0.01
d_worst_outcome
0.01

THESE FEATURES
GIVE INFORMATION
ON d_outcome___5:

admission_date_month
0.39
discharge_date_month
0.39
death_date_month
0.34
d_worst_outcome
0.25
c_tocilizumab
0.13
c_comorbidity___5
0.11
c_steroids
0.10
d_outcome___3
0.09
c_solid_cancer_stage
0.09
c_aspirin
0.08
b_cxr_ct
0.07
d_outcome___7
0.07
c_comorbidity___2
0.07
c_anticoagulation_treat
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_outcome___5
CORRELATION RATIO WITH...

creatinine_us
0.30
urea_us
0.18
procalcitonin
0.10
ferritin_us
0.09
erythrocyte
0.09
systolibp
0.08
sodium
0.08
sat_oxygen
0.07
sat_room_air
0.07
heart_rate
0.06
albumin_us
0.05
platelets
0.04
diastolibp
0.04
c_cancer_type
0.03
d_outcome___6
MISSING:
---
TOP CATEGORIES

0
966
97%
1
27
3%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_outcome___6
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___9
0.03
outcome
0.02
conciousness
0.01
c_comorbidity___12
0.01
c_comorbidity___1
0.01

THESE FEATURES
GIVE INFORMATION
ON d_outcome___6:

outcome
0.14
death_date_month
0.13
discharge_date_month
0.09
admission_date_month
0.08
d_worst_outcome
0.06
b_ethnicity
0.04
c_total_comorbidities
0.04
c_comorbidity___4
0.04
d_outcome___3
0.03
c_steroids
0.03
c_comorbidity___1
0.03
d_outcome___9
0.03
conciousness
0.03
c_comorbidity___3
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_outcome___6
CORRELATION RATIO WITH...

b_weight_metric_2
0.14
sat_room_air
0.06
sat_oxygen
0.06
lymphocyte
0.04
b_age
0.04
heart_rate
0.04
b_height_us
0.03
sodium
0.03
platelets
0.03
diastolibp
0.03
systolibp
0.02
procalcitonin
0.02
c_cancer_type
0.02
urea_us
0.02
d_outcome___7
MISSING:
---
TOP CATEGORIES

0
929
94%
1
64
6%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_outcome___7
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.35
c_baricitinib
0.35
d_outcome___8
0.19
d_outcome___10
0.15
c_tocilizumab
0.12

THESE FEATURES
GIVE INFORMATION
ON d_outcome___7:

d_worst_outcome
0.46
death_date_month
0.20
d_outcome___8
0.18
c_tocilizumab
0.18
d_outcome___3
0.15
outcome
0.14
c_steroids
0.11
d_outcome___10
0.10
c_anticoagulation_treat
0.07
admission_date_month
0.07
conciousness
0.06
discharge_date_month
0.06
c_aspirin
0.06
c_remdesivir
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_outcome___7
CORRELATION RATIO WITH...

sat_room_air
0.26
sat_oxygen
0.25
respiratory_rate
0.20
crp
0.17
ldh_us
0.14
urea_us
0.13
il6
0.13
procalcitonin
0.11
ferritin_us
0.11
neutrophil
0.09
creatinine_us
0.09
platelets
0.08
aspartate_aminotran_us
0.06
albumin_us
0.06
d_outcome___8
MISSING:
---
TOP CATEGORIES

0
932
94%
1
61
6%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_outcome___8
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_interferon_beta
0.35
d_outcome___7
0.18
d_worst_outcome
0.10
c_tocilizumab
0.09
d_outcome___10
0.08

THESE FEATURES
GIVE INFORMATION
ON d_outcome___8:

d_worst_outcome
0.65
death_date_month
0.43
d_outcome___7
0.19
outcome
0.18
c_tocilizumab
0.14
admission_date_month
0.13
c_steroids
0.11
d_outcome___3
0.11
discharge_date_month
0.09
conciousness
0.09
c_remdesivir
0.07
d_outcome___2
0.07
c_anticoagulation_treat
0.06
d_outcome___10
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_outcome___8
CORRELATION RATIO WITH...

sat_room_air
0.22
sat_oxygen
0.21
respiratory_rate
0.14
crp
0.13
ferritin_us
0.13
b_age
0.12
b_coronet_score
0.12
platelets
0.12
albumin_us
0.11
ldh_us
0.10
urea_us
0.10
neutrophil
0.09
d_dimer
0.07
procalcitonin
0.07
d_outcome___9
MISSING:
---
TOP CATEGORIES

0
964
97%
1
29
3%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_outcome___9
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
c_other_cancer_treatment
0.05
c_covid_19_identification
0.04
conciousness
0.04
d_outcome___6
0.03
d_outcome___7
0.03

THESE FEATURES
GIVE INFORMATION
ON d_outcome___9:

death_date_month
0.36
d_worst_outcome
0.30
discharge_date_month
0.10
admission_date_month
0.10
conciousness
0.09
d_outcome___3
0.09
outcome
0.05
d_outcome___7
0.05
c_covid_19_identification
0.05
c_steroids
0.05
c_smoking_status
0.05
c_total_comorbidities
0.04
d_outcome___10
0.03
d_outcome___6
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_outcome___9
CORRELATION RATIO WITH...

ldh_us
0.14
d_dimer
0.10
albumin_us
0.09
sat_oxygen
0.09
sat_room_air
0.09
urea_us
0.08
aspartate_aminotran_us
0.08
systolibp
0.07
erythrocyte
0.06
respiratory_rate
0.06
alanine_transaminase_us
0.05
crp
0.05
c_cancer_type
0.05
ferritin_us
0.05
d_outcome___10
MISSING:
---
TOP CATEGORIES

0
955
96%
1
38
4%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_outcome___10
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___7
0.10
conciousness
0.06
c_nosocomial
0.06
d_worst_outcome
0.05
d_outcome___8
0.05

THESE FEATURES
GIVE INFORMATION
ON d_outcome___10:

d_worst_outcome
0.49
death_date_month
0.40
d_outcome___7
0.15
d_outcome___3
0.13
conciousness
0.10
discharge_date_month
0.09
d_outcome___8
0.08
admission_date_month
0.07
outcome
0.07
c_steroids
0.05
c_tocilizumab
0.05
c_remdesivir
0.04
c_antibiotic
0.04
c_smoking_status
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_outcome___10
CORRELATION RATIO WITH...

ldh_us
0.21
ferritin_us
0.18
il6
0.17
aspartate_aminotran_us
0.15
respiratory_rate
0.15
d_dimer
0.15
albumin_us
0.13
procalcitonin
0.11
crp
0.11
heart_rate
0.10
sat_room_air
0.10
urea_us
0.09
sat_oxygen
0.09
alanine_transaminase_us
0.08
d_worst_outcome
MISSING:
---
TOP CATEGORIES

3
291
29%
4
288
29%
2
284
29%
6
75
8%
5
38
4%
7
12
1%
1
5
<1%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_worst_outcome
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___8
0.65
d_outcome___2
0.55
outcome
0.50
d_outcome___10
0.49
d_outcome___7
0.46

THESE FEATURES
GIVE INFORMATION
ON d_worst_outcome:

outcome
0.37
d_outcome___2
0.24
d_outcome___3
0.17
death_date_month
0.15
d_outcome___8
0.10
c_remdesivir
0.09
b_cxr_ct
0.09
c_tocilizumab
0.08
admission_date_month
0.08
discharge_date_month
0.08
d_outcome___7
0.07
c_steroids
0.07
d_outcome___10
0.05
c_antibiotic
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_worst_outcome
CORRELATION RATIO WITH...

sat_room_air
0.52
sat_oxygen
0.51
ldh_us
0.33
respiratory_rate
0.29
crp
0.28
ferritin_us
0.25
temperature_us
0.25
b_age
0.24
aspartate_aminotran_us
0.21
albumin_us
0.19
platelets
0.18
urea_us
0.17
alanine_transaminase_us
0.16
procalcitonin
0.16
c_comments
MISSING:
944
(95%)
4
8%
-
-
asymptomatic covid
2
4%
-
-
asymptomatic
1
2%
-
-
marginal cell lymphoma on the left eye
1
2%
-
-
stage 0 but not a valid entry in data entry form - Stage 0 - Ta high grade papillary urothelial carcinoma with CIS.
1
2%
-
-
Stage 0
1
2%
-
-
asymptomatic on presentation
1
2%
-
-
Per oncology note, death unrelated to myeloma diagnosis.
1
2%
-
-
Already admitted, but had mild decompensation due to covid
1
2%
-
-
developed multi organ dysfunction
1
2%
-
-
died on 2/4/2022
1
2%
-
-
was on ICU status, required high flow O2.
1
2%
-
-
SVC syndrome, advanced cancer
1
2%
-
-
pt died on 1/31/22
1
2%
-
-
First covid positive at outside institution on 8/30/21. Record uploaded under media tab, scanned in on 9/18. Our data states first positive was on 9/15/21. CXR was done at outside institution, not MDA. Received antibody at outside institution on 9/1.
1
2%
-
-
he was on HFNC due to progression of disease, chemo was started but he died on 1/29.
1
2%
-
-
old PE
1
2%
-
-
also has HCC
1
2%
-
-
PNA positive klebsiella
1
2%
-
-
Medical record states recent hx of covid on 9/10/21. AVS from covid 19 visit uploaded to media tab. Received Regeneron on 9/11/21.
1
2%
-
-
sent home hospice
1
2%
-
-
died on 2/28
1
2%
-
-
was on high flow, discharged home with hospice status
1
2%
-
-
had sepsis with shock
1
2%
-
-
unclear symptomatology due to PE. note: cancer is high grade GBM
1
2%
-
-
Died within 1 month of discharge, likely due to malignancy
1
2%
-
-
Had PE, COVID and cancer
1
2%
-
-
Does not appear to use o2 during stay
1
2%
-
-
Received Regeneron (casirivimab and imdevimab) as outpatient prior to hospitalization
1
2%
-
-
admitted with CHF exacerbation. prior covid + within 1 month. cleared by ID to remain on floor
1
2%
-
-
death likely d/t combination of cancer complication and covid
1
2%
-
-
new diagnosis, referred to home hospice on discharge
1
2%
-
-
Per oncology notes, s/p CART T with evidence of response.
1
2%
-
-
remdesivir was contraindicated r/t elevated transaminases
1
2%
-
-
not yet diagnosed at time of hospitalization. dx sarcoma after hospitalization.
1
2%
-
-
received surgery; asymptomatic
1
2%
-
-
s/p SCT, treatment for GVHD
1
2%
-
-
died due to cancer, she was asymptomatic from COVID.
1
2%
-
-
medical record states date of first positive covid 8/1/21 at outside clinic. no records uploaded of this test result. Received monoclonal Ab at that time.
1
2%
-
-
primary CNS lymphoma, at time of hospitalization MRI without active disease, remains on maintenance therapy. Intubated.
1
2%
-
-
Also with concurrent low grade CMML and MGUS. Active lung cancer with 8mm nodule RUL.
1
2%
-
-
patient home baseline use of O2 was 3 L NC.
1
2%
-
-
Found to have new metastatic disease on admission, not on treatment at time of hospitalization.
1
2%
-
-
new cancer diagnosis, referred to hospice
1
2%
-
-
admitted for diarrhea but later covid + and required O2
1
2%
-
-
2 synchronous breast cancer cancers - infiltrating ductal stage 1A and inflammatory carcinoma stage 3b
b_coronet_score
MISSING:
600
(60%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

crp
0.55
albumin_us
-0.52
respiratory_rate
0.39
b_age
0.37
sat_oxygen
-0.33
sat_room_air
-0.32
erythrocyte
0.29
heart_rate
0.27
il6
0.23
ldh_us
0.22
d_dimer
0.21
urea_us
0.19
platelets
-0.18
neutrophil
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

c_performance_status
0.74
death_date_month
0.25
c_solid_cancer_stage
0.17
c_cancer_last4___2
0.16
c_cancer_last4___1
0.16
admission_date_month
0.15
discharge_date_month
0.14
c_conmeds___1
0.14
c_total_comorbidities
0.13
c_cancer_last4___4
0.13
c_number_doses
0.12
d_outcome___8
0.12
c_vaccine_name_2
0.11
c_haematological_cancer
0.11
MOST FREQUENT VALUES

1.1
6
1.5%
1.38
6
1.5%
1.51
6
1.5%
0.82
5
1.3%
2.0
5
1.3%
1.49
5
1.3%
1.37
5
1.3%
1.08
4
1.0%
1.6
4
1.0%
1.43
4
1.0%
2.06
4
1.0%
1.3
4
1.0%
1.73
4
1.0%
2.22
4
1.0%
1.44
4
1.0%
SMALLEST VALUES

0.39
3
0.8%
0.42
1
0.3%
0.44
2
0.5%
0.45
1
0.3%
0.48
2
0.5%
0.49
1
0.3%
0.52
1
0.3%
0.53
3
0.8%
0.54
1
0.3%
0.55
1
0.3%
0.56
1
0.3%
0.57
3
0.8%
0.59
2
0.5%
0.6
2
0.5%
0.61
1
0.3%
LARGEST VALUES

2.82
1
0.3%
2.8
1
0.3%
2.77
1
0.3%
2.75
1
0.3%
2.74
2
0.5%
2.73
1
0.3%
2.69
1
0.3%
2.68
2
0.5%
2.67
1
0.3%
2.65
1
0.3%
2.64
2
0.5%
2.62
1
0.3%
2.59
1
0.3%
2.55
1
0.3%
2.5
1
0.3%
coronet_complete
MISSING:
---
TOP CATEGORIES

2
993
100%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
coronet_complete
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
c_interferon_beta
0.00
c_baricitinib
0.00
d_outcome___1
0.00
c_vaccine_name_4
0.00
c_covid_19_identification
0.00
d_outcome___4
0.00

THESE FEATURES
GIVE INFORMATION
ON coronet_complete:

a_pro_retro
1.00
a_form_units
1.00
b_ethnicity
1.00
b_ethnicity_other
1.00
b_sex
1.00
c_comorbidity___1
1.00
c_comorbidity___2
1.00
c_comorbidity___3
1.00
c_comorbidity___4
1.00
c_comorbidity___5
1.00
c_comorbidity___6
1.00
c_comorbidity___7
1.00
c_comorbidity___8
1.00
c_comorbidity___9
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
coronet_complete
CORRELATION RATIO WITH...

b_age
0.00
b_height_us
0.00
b_weight_metric_2
0.00
c_cancer_type
0.00
sat_room_air
0.00
sat_oxygen
0.00
respiratory_rate
0.00
heart_rate
0.00
systolibp
0.00
diastolibp
0.00
temperature_us
0.00
crp
0.00
lymphocyte
0.00
neutrophil
0.00
outcome
MISSING:
---
TOP CATEGORIES

d_outcome___3
443
45%
d_outcome___2
353
36%
d_outcome___1
188
19%
d_outcome___4
4
<1%
d_outcome___6
3
<1%
d_outcome___8
2
<1%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
outcome
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___2
0.99
d_outcome___3
0.64
d_worst_outcome
0.37
d_outcome___1
0.21
b_cxr_ct
0.20

THESE FEATURES
GIVE INFORMATION
ON outcome:

d_outcome___2
0.59
d_worst_outcome
0.50
d_outcome___3
0.39
b_cxr_ct
0.11
c_remdesivir
0.11
death_date_month
0.09
c_steroids
0.09
discharge_date_month
0.08
admission_date_month
0.07
c_tocilizumab
0.05
c_antibiotic
0.04
d_outcome___8
0.04
c_plasma
0.04
d_outcome___7
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
outcome
CORRELATION RATIO WITH...

sat_room_air
0.50
sat_oxygen
0.49
crp
0.26
alanine_transaminase_us
0.26
aspartate_aminotran_us
0.26
temperature_us
0.24
b_age
0.23
respiratory_rate
0.23
platelets
0.19
lymphocyte
0.19
b_weight_metric_2
0.17
c_cancer_type
0.16
sodium
0.14
ldh_us
0.13
admission_date
MISSING:
---
13
1%
-
-
2022-01-24 00:00:00
12
1%
-
-
2022-01-18 00:00:00
11
1%
-
-
2022-01-13 00:00:00
10
1%
-
-
2022-01-19 00:00:00
10
1%
-
-
2022-01-11 00:00:00
9
<1%
-
-
2022-01-20 00:00:00
9
<1%
-
-
2022-01-28 00:00:00
9
<1%
-
-
2020-12-30 00:00:00
9
<1%
-
-
2022-01-12 00:00:00
8
<1%
-
-
2022-01-21 00:00:00
8
<1%
-
-
2022-01-05 00:00:00
8
<1%
-
-
2022-01-14 00:00:00
8
<1%
-
-
2020-07-03 00:00:00
8
<1%
-
-
2022-01-04 00:00:00
8
<1%
-
-
2022-01-26 00:00:00
7
<1%
-
-
2021-12-29 00:00:00
7
<1%
-
-
2020-07-14 00:00:00
7
<1%
-
-
2021-12-30 00:00:00
7
<1%
-
-
2022-01-03 00:00:00
7
<1%
-
-
2021-12-26 00:00:00
7
<1%
-
-
2022-01-31 00:00:00
7
<1%
-
-
2021-12-27 00:00:00
7
<1%
-
-
2022-02-11 00:00:00
6
<1%
-
-
2022-02-02 00:00:00
6
<1%
-
-
2021-08-10 00:00:00
6
<1%
-
-
2020-07-06 00:00:00
6
<1%
-
-
2022-01-15 00:00:00
6
<1%
-
-
2022-02-09 00:00:00
6
<1%
-
-
2021-12-21 00:00:00
6
<1%
-
-
2022-01-27 00:00:00
6
<1%
-
-
2021-08-07 00:00:00
6
<1%
-
-
2021-02-01 00:00:00
6
<1%
-
-
2022-01-06 00:00:00
6
<1%
-
-
2021-12-28 00:00:00
6
<1%
-
-
2020-12-27 00:00:00
5
<1%
-
-
2022-01-08 00:00:00
5
<1%
-
-
2022-02-01 00:00:00
5
<1%
-
-
2020-12-07 00:00:00
5
<1%
-
-
2020-07-04 00:00:00
5
<1%
-
-
2021-12-22 00:00:00
5
<1%
-
-
2021-08-04 00:00:00
5
<1%
-
-
2021-01-28 00:00:00
5
<1%
-
-
2022-01-25 00:00:00
5
<1%
-
-
2021-12-25 00:00:00
5
<1%
-
-
2021-01-27 00:00:00
5
<1%
-
-
2022-01-09 00:00:00
5
<1%
-
-
2021-01-13 00:00:00
5
<1%
-
-
2022-01-23 00:00:00
5
<1%
-
-
2020-12-17 00:00:00
5
<1%
-
-
2020-07-16 00:00:00
5
<1%
-
-
2020-12-15 00:00:00
5
<1%
-
-
2021-08-31 00:00:00
4
<1%
-
-
2020-11-24 00:00:00
4
<1%
-
-
2021-01-03 00:00:00
4
<1%
-
-
2021-08-08 00:00:00
4
<1%
-
-
2020-06-21 00:00:00
4
<1%
-
-
2020-06-28 00:00:00
4
<1%
-
-
2022-02-06 00:00:00
4
<1%
-
-
2020-11-16 00:00:00
4
<1%
-
-
2022-01-01 00:00:00
608
61%
-
-
(Other)
admission_date_month
MISSING:
---
TOP CATEGORIES

2022-01
206
21%
2021-12
84
8%
2021-08
83
8%
2020-07
79
8%
2020-12
76
8%
2021-01
68
7%
2022-02
60
6%
2021-09
36
4%
2020-06
35
4%
2021-07
31
3%
2021-02
31
3%
2020-11
28
3%
2021-03
26
3%
2020-08
25
3%
2020-10
18
2%
2021-10
17
2%
2021-04
16
2%
(Other)
74
7%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
admission_date_month
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
discharge_date_month
0.78
c_hydroxychloroquine
0.73
c_baricitinib
0.42
d_outcome___5
0.39
c_vaccine_status
0.32

THESE FEATURES
GIVE INFORMATION
ON admission_date_month:

discharge_date_month
0.78
death_date_month
0.21
c_number_doses
0.09
c_vaccine_name
0.08
c_vaccine_name_2
0.07
c_vaccine_status
0.07
c_cancer_treatment_intent
0.05
d_worst_outcome
0.04
c_plasma
0.04
c_vaccine_name_3
0.03
b_ethnicity
0.03
outcome
0.03
c_total_comorbidities
0.03
c_hydroxychloroquine
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
admission_date_month
CORRELATION RATIO WITH...

erythrocyte
0.23
ferritin_us
0.21
respiratory_rate
0.20
neutrophil
0.20
sat_room_air
0.19
sat_oxygen
0.19
sodium
0.19
systolibp
0.18
diastolibp
0.18
aspartate_aminotran_us
0.18
albumin_us
0.18
b_weight_metric_2
0.18
temperature_us
0.18
platelets
0.17
discharge_date
MISSING:
---
12
1%
-
-
2022-01-21 00:00:00
11
1%
-
-
2022-01-27 00:00:00
11
1%
-
-
2022-02-13 00:00:00
10
1%
-
-
2021-01-05 00:00:00
10
1%
-
-
2022-01-14 00:00:00
10
1%
-
-
2022-02-02 00:00:00
10
1%
-
-
2022-01-29 00:00:00
9
<1%
-
-
2022-02-05 00:00:00
9
<1%
-
-
2022-01-03 00:00:00
9
<1%
-
-
2022-01-20 00:00:00
8
<1%
-
-
2022-02-06 00:00:00
8
<1%
-
-
2022-01-04 00:00:00
8
<1%
-
-
2022-02-04 00:00:00
8
<1%
-
-
2022-01-31 00:00:00
7
<1%
-
-
2022-01-23 00:00:00
7
<1%
-
-
2022-02-03 00:00:00
7
<1%
-
-
2022-01-05 00:00:00
7
<1%
-
-
2020-07-28 00:00:00
7
<1%
-
-
2022-01-12 00:00:00
7
<1%
-
-
2022-01-26 00:00:00
7
<1%
-
-
2022-01-06 00:00:00
6
<1%
-
-
2022-01-28 00:00:00
6
<1%
-
-
2021-12-30 00:00:00
6
<1%
-
-
2021-07-22 00:00:00
6
<1%
-
-
2022-02-11 00:00:00
6
<1%
-
-
2022-02-21 00:00:00
6
<1%
-
-
2022-01-17 00:00:00
6
<1%
-
-
2022-01-19 00:00:00
5
<1%
-
-
2022-02-17 00:00:00
5
<1%
-
-
2022-02-19 00:00:00
5
<1%
-
-
2020-07-08 00:00:00
5
<1%
-
-
2021-12-31 00:00:00
5
<1%
-
-
2021-08-14 00:00:00
5
<1%
-
-
2022-01-11 00:00:00
5
<1%
-
-
2022-02-01 00:00:00
5
<1%
-
-
2022-01-22 00:00:00
5
<1%
-
-
2022-01-15 00:00:00
5
<1%
-
-
2020-07-12 00:00:00
5
<1%
-
-
2022-01-16 00:00:00
5
<1%
-
-
2022-01-08 00:00:00
5
<1%
-
-
2022-01-09 00:00:00
5
<1%
-
-
2021-01-06 00:00:00
5
<1%
-
-
2021-09-16 00:00:00
5
<1%
-
-
2022-01-07 00:00:00
5
<1%
-
-
2020-07-10 00:00:00
4
<1%
-
-
2021-09-21 00:00:00
4
<1%
-
-
2021-02-04 00:00:00
4
<1%
-
-
2020-07-24 00:00:00
4
<1%
-
-
2021-12-28 00:00:00
4
<1%
-
-
2020-07-23 00:00:00
4
<1%
-
-
2022-01-25 00:00:00
4
<1%
-
-
2021-01-25 00:00:00
4
<1%
-
-
2021-08-31 00:00:00
4
<1%
-
-
2021-01-08 00:00:00
4
<1%
-
-
2021-08-12 00:00:00
4
<1%
-
-
2022-01-30 00:00:00
4
<1%
-
-
2021-01-15 00:00:00
4
<1%
-
-
2021-08-16 00:00:00
4
<1%
-
-
2022-02-14 00:00:00
4
<1%
-
-
2020-07-13 00:00:00
624
63%
-
-
(Other)
discharge_date_month
MISSING:
---
TOP CATEGORIES

2022-01
189
19%
2022-02
124
12%
2021-01
79
8%
2020-07
78
8%
2021-08
73
7%
2020-12
54
5%
2021-09
49
5%
2021-12
43
4%
2021-02
41
4%
2020-08
38
4%
2021-03
35
4%
2021-07
27
3%
2020-11
25
3%
2020-06
19
2%
2021-10
17
2%
2021-05
17
2%
2021-04
16
2%
(Other)
69
7%
ALL
993
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
discharge_date_month
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
admission_date_month
0.78
c_hydroxychloroquine
0.74
d_outcome___5
0.39
c_baricitinib
0.38
c_vaccine_status
0.33

THESE FEATURES
GIVE INFORMATION
ON discharge_date_month:

admission_date_month
0.78
death_date_month
0.22
c_number_doses
0.09
c_vaccine_name
0.08
c_vaccine_name_2
0.07
c_vaccine_status
0.07
c_cancer_treatment_intent
0.05
d_worst_outcome
0.04
c_plasma
0.03
outcome
0.03
c_total_comorbidities
0.03
b_ethnicity
0.03
c_vaccine_name_3
0.03
c_hydroxychloroquine
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
discharge_date_month
CORRELATION RATIO WITH...

ferritin_us
0.22
erythrocyte
0.22
sodium
0.21
sat_room_air
0.21
sat_oxygen
0.21
temperature_us
0.19
b_age
0.19
respiratory_rate
0.19
albumin_us
0.19
b_weight_metric_2
0.18
lymphocyte
0.18
aspartate_aminotran_us
0.18
c_cancer_type
0.18
systolibp
0.17
death_date
MISSING:
555
(56%)
3
<1%
-
-
2021-02-25 00:00:00
3
<1%
-
-
2022-02-15 00:00:00
3
<1%
-
-
2022-02-25 00:00:00
3
<1%
-
-
2022-07-16 00:00:00
3
<1%
-
-
2022-02-13 00:00:00
3
<1%
-
-
2022-02-18 00:00:00
3
<1%
-
-
2022-10-04 00:00:00
3
<1%
-
-
2022-07-27 00:00:00
3
<1%
-
-
2022-04-12 00:00:00
3
<1%
-
-
2020-08-05 00:00:00
3
<1%
-
-
2021-08-27 00:00:00
2
<1%
-
-
2022-05-09 00:00:00
2
<1%
-
-
2021-01-25 00:00:00
2
<1%
-
-
2022-02-24 00:00:00
2
<1%
-
-
2022-04-16 00:00:00
2
<1%
-
-
2022-05-06 00:00:00
2
<1%
-
-
2022-02-16 00:00:00
2
<1%
-
-
2021-03-06 00:00:00
2
<1%
-
-
2022-11-28 00:00:00
2
<1%
-
-
2022-03-25 00:00:00
2
<1%
-
-
2021-01-22 00:00:00
2
<1%
-
-
2022-01-23 00:00:00
2
<1%
-
-
2021-03-09 00:00:00
2
<1%
-
-
2022-01-03 00:00:00
2
<1%
-
-
2021-02-10 00:00:00
2
<1%
-
-
2021-05-26 00:00:00
2
<1%
-
-
2022-06-23 00:00:00
2
<1%
-
-
2021-02-11 00:00:00
2
<1%
-
-
2020-07-10 00:00:00
2
<1%
-
-
2022-04-13 00:00:00
2
<1%
-
-
2022-07-26 00:00:00
2
<1%
-
-
2022-02-02 00:00:00
2
<1%
-
-
2022-03-31 00:00:00
2
<1%
-
-
2022-03-15 00:00:00
2
<1%
-
-
2021-05-13 00:00:00
2
<1%
-
-
2022-01-10 00:00:00
2
<1%
-
-
2021-02-01 00:00:00
2
<1%
-
-
2022-01-17 00:00:00
2
<1%
-
-
2022-01-26 00:00:00
2
<1%
-
-
2022-06-30 00:00:00
2
<1%
-
-
2022-03-02 00:00:00
2
<1%
-
-
2021-09-09 00:00:00
2
<1%
-
-
2021-09-14 00:00:00
2
<1%
-
-
2022-12-30 00:00:00
2
<1%
-
-
2022-03-23 00:00:00
2
<1%
-
-
2022-12-19 00:00:00
2
<1%
-
-
2022-02-22 00:00:00
2
<1%
-
-
2023-01-12 00:00:00
2
<1%
-
-
2021-09-10 00:00:00
2
<1%
-
-
2022-08-04 00:00:00
2
<1%
-
-
2022-01-06 00:00:00
2
<1%
-
-
2022-05-10 00:00:00
2
<1%
-
-
2021-07-04 00:00:00
2
<1%
-
-
2021-03-18 00:00:00
2
<1%
-
-
2021-03-05 00:00:00
2
<1%
-
-
2021-09-04 00:00:00
2
<1%
-
-
2022-02-20 00:00:00
2
<1%
-
-
2021-02-26 00:00:00
2
<1%
-
-
2022-03-06 00:00:00
2
<1%
-
-
2021-09-27 00:00:00
307
70%
-
-
(Other)
death_date_month
MISSING:
555
(56%)
TOP CATEGORIES

2022-02
30
7%
2022-01
28
6%
2021-01
23
5%
2021-02
22
5%
2022-03
20
5%
2021-09
19
4%
2022-04
18
4%
2021-08
18
4%
2022-07
16
4%
2021-05
15
3%
2022-06
14
3%
2022-12
14
3%
2022-05
14
3%
2020-08
13
3%
2021-03
11
3%
2021-12
11
3%
2021-07
11
3%
(Other)
141
32%
ALL
438
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
death_date_month
PROVIDES INFORMATION ON...

a_pro_retro
1.00
a_form_units
1.00
c_covid_19_diagnosis
1.00
c_covid_19_omicron
1.00
c_lipinovir
1.00
c_interferon
1.00
c_molnupiravir
1.00
c_sotrovimab
1.00
coronet_complete
1.00
d_outcome___1
0.72
c_interferon_beta
0.45
d_outcome___8
0.43
d_outcome___10
0.40
c_vaccine_name_4
0.37

THESE FEATURES
GIVE INFORMATION
ON death_date_month:

discharge_date_month
0.28
admission_date_month
0.26
d_worst_outcome
0.10
c_total_comorbidities
0.06
c_solid_cancer_stage
0.05
c_number_doses
0.05
d_outcome___8
0.04
c_vaccine_name
0.04
outcome
0.04
c_cancer_treatment_intent
0.04
c_vaccine_name_2
0.04
conciousness
0.03
b_ethnicity
0.03
c_performance_status
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
death_date_month
CORRELATION RATIO WITH...

ldh_us
0.33
albumin_us
0.33
ferritin_us
0.30
sat_room_air
0.30
sat_oxygen
0.30
bilirubin_us
0.28
crp
0.27
respiratory_rate
0.26
urea_us
0.26
d_dimer
0.26
b_height_us
0.26
aspartate_aminotran_us
0.25
b_coronet_score
0.25
temperature_us
0.25